Command line
python /home/saxelrod/Repo/projects/chemprop/chemprop/train.py --config_path /home/saxelrod/chemprop_cov_1/models/from_whim_crest_weights_prc/config.json --data_path /home/saxelrod/rgb_nfs/dsets/cov_1_cl/train_full.csv --dataset_type classification
Args
{'activation': 'ReLU',
 'aggregation': 'mean',
 'aggregation_norm': 100,
 'atom_descriptors': None,
 'atom_descriptors_path': None,
 'atom_descriptors_size': 0,
 'atom_features_size': 0,
 'atom_messages': False,
 'batch_size': 50,
 'bias': False,
 'cache_cutoff': 10000,
 'checkpoint_dir': None,
 'checkpoint_path': None,
 'checkpoint_paths': None,
 'class_balance': True,
 'config_path': '/home/saxelrod/chemprop_cov_1/models/from_whim_crest_weights_prc/config.json',
 'crossval_index_dir': None,
 'crossval_index_file': None,
 'crossval_index_sets': None,
 'cuda': True,
 'data_path': '/home/saxelrod/rgb_nfs/dsets/cov_1_cl/train_full.csv',
 'dataset_type': 'classification',
 'depth': 6,
 'device': device(type='cuda', index=3),
 'dropout': 0.30000000000000004,
 'ensemble_size': 1,
 'epochs': 10000,
 'extra_metrics': [],
 'features_generator': None,
 'features_only': False,
 'features_path': ['/home/saxelrod/chemprop_cov_1/features/whim/train_whim_mean_crest_weights.npz',
                   '/home/saxelrod/chemprop_cov_1/features/whim/train_whim_std_crest_weights.npz'],
 'features_scaling': True,
 'features_size': None,
 'ffn_hidden_size': 1200,
 'ffn_num_layers': 1,
 'final_lr': 0.0001,
 'folds_file': None,
 'gpu': 3,
 'grad_clip': None,
 'hidden_size': 1200,
 'ignore_columns': None,
 'init_lr': 0.0001,
 'log_frequency': 10,
 'max_data_size': None,
 'max_lr': 0.001,
 'metric': 'prc-auc',
 'metrics': ['prc-auc'],
 'minimize_score': False,
 'mpn_shared': False,
 'multiclass_num_classes': 3,
 'no_cache_mol': False,
 'no_cuda': False,
 'no_features_scaling': False,
 'num_folds': 1,
 'num_lrs': 1,
 'num_tasks': 1,
 'num_workers': 8,
 'number_of_molecules': 1,
 'pytorch_seed': 0,
 'quiet': True,
 'save_dir': '/home/saxelrod/chemprop_cov_1/models/from_whim_crest_weights_prc',
 'save_preds': False,
 'save_smiles_splits': False,
 'seed': 0,
 'separate_test_features_path': ['/home/saxelrod/chemprop_cov_1/features/whim/test_whim_mean_crest_weights.npz',
                                 '/home/saxelrod/chemprop_cov_1/features/whim/test_whim_std_crest_weights.npz'],
 'separate_test_path': '/home/saxelrod/rgb_nfs/dsets/cov_1_cl/test_full.csv',
 'separate_val_features_path': ['/home/saxelrod/chemprop_cov_1/features/whim/val_whim_mean_crest_weights.npz',
                                '/home/saxelrod/chemprop_cov_1/features/whim/val_whim_std_crest_weights.npz'],
 'separate_val_path': '/home/saxelrod/rgb_nfs/dsets/cov_1_cl/val_full.csv',
 'show_individual_scores': False,
 'smiles_columns': [None],
 'split_sizes': (0.8, 0.1, 0.1),
 'split_type': 'random',
 'target_columns': None,
 'task_names': ['sars_cov_one_cl_protease_active'],
 'test': False,
 'test_fold_index': None,
 'train_data_size': None,
 'undirected': False,
 'use_input_features': True,
 'val_fold_index': None,
 'warmup_epochs': 2.0}
Loading data
Number of tasks = 1
Fold 0
Splitting data with seed 0
Class sizes
sars_cov_one_cl_protease_active 0: 99.84%, 1: 0.16%
Total size = 167,255 | train size = 167,255 | val size = 55,750 | test size = 55,756
With class_balance, effective train size = 550
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1200, bias=False)
        (W_h): Linear(in_features=1200, out_features=1200, bias=False)
        (W_o): Linear(in_features=1333, out_features=1200, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=1428, out_features=1, bias=True)
  )
)
Number of parameters = 3,218,629
Moving model to cuda
Epoch 0
Loss = 7.7304e-01, PNorm = 52.2369, GNorm = 1.8442, lr_0 = 1.0148e-04
Validation prc-auc = 0.001425
Epoch 1
Loss = 7.4258e-01, PNorm = 52.2391, GNorm = 1.7820, lr_0 = 1.0283e-04
Validation prc-auc = 0.001562
Epoch 2
Loss = 7.2799e-01, PNorm = 52.2421, GNorm = 1.5858, lr_0 = 1.0417e-04
Validation prc-auc = 0.001803
Epoch 3
Loss = 7.2495e-01, PNorm = 52.2452, GNorm = 1.5125, lr_0 = 1.0552e-04
Validation prc-auc = 0.001971
Epoch 4
Loss = 7.0286e-01, PNorm = 52.2481, GNorm = 1.9512, lr_0 = 1.0686e-04
Validation prc-auc = 0.002095
Epoch 5
Loss = 6.9299e-01, PNorm = 52.2513, GNorm = 1.5194, lr_0 = 1.0821e-04
Validation prc-auc = 0.002377
Epoch 6
Loss = 6.7720e-01, PNorm = 52.2553, GNorm = 1.5502, lr_0 = 1.0955e-04
Validation prc-auc = 0.002824
Epoch 7
Loss = 6.7361e-01, PNorm = 52.2596, GNorm = 2.6751, lr_0 = 1.1090e-04
Validation prc-auc = 0.002836
Epoch 8
Loss = 7.0989e-01, PNorm = 52.2622, GNorm = 1.9510, lr_0 = 1.1224e-04
Validation prc-auc = 0.002908
Epoch 9
Loss = 7.1225e-01, PNorm = 52.2656, GNorm = 2.0721, lr_0 = 1.1359e-04
Loss = 6.6771e-01, PNorm = 52.2692, GNorm = 1.3888, lr_0 = 1.1493e-04
Validation prc-auc = 0.003280
Epoch 10
Loss = 6.4019e-01, PNorm = 52.2730, GNorm = 1.8606, lr_0 = 1.1628e-04
Validation prc-auc = 0.003574
Epoch 11
Loss = 6.3644e-01, PNorm = 52.2772, GNorm = 1.6365, lr_0 = 1.1762e-04
Validation prc-auc = 0.003769
Epoch 12
Loss = 6.5919e-01, PNorm = 52.2812, GNorm = 1.1484, lr_0 = 1.1897e-04
Validation prc-auc = 0.004250
Epoch 13
Loss = 6.7097e-01, PNorm = 52.2849, GNorm = 3.7106, lr_0 = 1.2031e-04
Validation prc-auc = 0.004063
Epoch 14
Loss = 6.2939e-01, PNorm = 52.2889, GNorm = 1.1373, lr_0 = 1.2166e-04
Validation prc-auc = 0.004523
Epoch 15
Loss = 6.5001e-01, PNorm = 52.2933, GNorm = 1.2937, lr_0 = 1.2300e-04
Validation prc-auc = 0.004767
Epoch 16
Loss = 6.2928e-01, PNorm = 52.2984, GNorm = 1.5441, lr_0 = 1.2435e-04
Validation prc-auc = 0.004612
Epoch 17
Loss = 5.6324e-01, PNorm = 52.3034, GNorm = 1.2517, lr_0 = 1.2570e-04
Validation prc-auc = 0.005838
Epoch 18
Loss = 5.9476e-01, PNorm = 52.3097, GNorm = 2.4434, lr_0 = 1.2704e-04
Validation prc-auc = 0.004833
Epoch 19
Loss = 7.1918e-01, PNorm = 52.3153, GNorm = 1.9838, lr_0 = 1.2839e-04
Loss = 6.2061e-01, PNorm = 52.3209, GNorm = 2.1238, lr_0 = 1.2973e-04
Validation prc-auc = 0.006163
Epoch 20
Loss = 6.2254e-01, PNorm = 52.3270, GNorm = 2.1957, lr_0 = 1.3108e-04
Validation prc-auc = 0.007290
Epoch 21
Loss = 6.5958e-01, PNorm = 52.3326, GNorm = 2.0566, lr_0 = 1.3242e-04
Validation prc-auc = 0.007251
Epoch 22
Loss = 6.1171e-01, PNorm = 52.3393, GNorm = 1.3146, lr_0 = 1.3377e-04
Validation prc-auc = 0.007155
Epoch 23
Loss = 6.2111e-01, PNorm = 52.3477, GNorm = 1.9141, lr_0 = 1.3511e-04
Validation prc-auc = 0.008452
Epoch 24
Loss = 5.9003e-01, PNorm = 52.3552, GNorm = 2.3221, lr_0 = 1.3646e-04
Validation prc-auc = 0.009375
Epoch 25
Loss = 5.8876e-01, PNorm = 52.3642, GNorm = 1.6852, lr_0 = 1.3780e-04
Validation prc-auc = 0.010243
Epoch 26
Loss = 6.1738e-01, PNorm = 52.3731, GNorm = 2.0132, lr_0 = 1.3915e-04
Validation prc-auc = 0.007319
Epoch 27
Loss = 5.6044e-01, PNorm = 52.3820, GNorm = 1.4006, lr_0 = 1.4049e-04
Validation prc-auc = 0.008837
Epoch 28
Loss = 5.8071e-01, PNorm = 52.3933, GNorm = 1.3484, lr_0 = 1.4184e-04
Validation prc-auc = 0.008196
Epoch 29
Loss = 6.3960e-01, PNorm = 52.4009, GNorm = 2.0306, lr_0 = 1.4318e-04
Loss = 5.6574e-01, PNorm = 52.4090, GNorm = 1.5188, lr_0 = 1.4453e-04
Validation prc-auc = 0.009813
Epoch 30
Loss = 5.6242e-01, PNorm = 52.4177, GNorm = 1.5413, lr_0 = 1.4587e-04
Validation prc-auc = 0.009259
Epoch 31
Loss = 5.6017e-01, PNorm = 52.4279, GNorm = 2.3314, lr_0 = 1.4722e-04
Validation prc-auc = 0.009334
Epoch 32
Loss = 5.9053e-01, PNorm = 52.4374, GNorm = 1.7763, lr_0 = 1.4857e-04
Validation prc-auc = 0.009878
Epoch 33
Loss = 6.1647e-01, PNorm = 52.4464, GNorm = 2.0913, lr_0 = 1.4991e-04
Validation prc-auc = 0.008349
Epoch 34
Loss = 5.9451e-01, PNorm = 52.4567, GNorm = 2.8740, lr_0 = 1.5126e-04
Validation prc-auc = 0.009603
Epoch 35
Loss = 5.8891e-01, PNorm = 52.4659, GNorm = 1.3134, lr_0 = 1.5260e-04
Validation prc-auc = 0.014654
Epoch 36
Loss = 6.0684e-01, PNorm = 52.4754, GNorm = 2.5330, lr_0 = 1.5395e-04
Validation prc-auc = 0.014193
Epoch 37
Loss = 5.7369e-01, PNorm = 52.4857, GNorm = 2.6985, lr_0 = 1.5529e-04
Validation prc-auc = 0.011271
Epoch 38
Loss = 6.6398e-01, PNorm = 52.4964, GNorm = 1.5175, lr_0 = 1.5664e-04
Validation prc-auc = 0.010045
Epoch 39
Loss = 4.3295e-01, PNorm = 52.5085, GNorm = 2.6459, lr_0 = 1.5798e-04
Loss = 5.9059e-01, PNorm = 52.5196, GNorm = 1.5496, lr_0 = 1.5933e-04
Validation prc-auc = 0.012502
Epoch 40
Loss = 5.3293e-01, PNorm = 52.5311, GNorm = 1.2534, lr_0 = 1.6067e-04
Validation prc-auc = 0.014649
Epoch 41
Loss = 4.9972e-01, PNorm = 52.5434, GNorm = 1.2804, lr_0 = 1.6202e-04
Validation prc-auc = 0.014710
Epoch 42
Loss = 5.2032e-01, PNorm = 52.5562, GNorm = 1.9984, lr_0 = 1.6336e-04
Validation prc-auc = 0.014310
Epoch 43
Loss = 4.9454e-01, PNorm = 52.5712, GNorm = 1.4427, lr_0 = 1.6471e-04
Validation prc-auc = 0.014623
Epoch 44
Loss = 5.4306e-01, PNorm = 52.5839, GNorm = 4.0198, lr_0 = 1.6605e-04
Validation prc-auc = 0.010563
Epoch 45
Loss = 4.9844e-01, PNorm = 52.5978, GNorm = 2.7507, lr_0 = 1.6740e-04
Validation prc-auc = 0.010654
Epoch 46
Loss = 4.9665e-01, PNorm = 52.6099, GNorm = 2.0029, lr_0 = 1.6874e-04
Validation prc-auc = 0.009523
Epoch 47
Loss = 4.7299e-01, PNorm = 52.6236, GNorm = 2.5061, lr_0 = 1.7009e-04
Validation prc-auc = 0.010751
Epoch 48
Loss = 5.8979e-01, PNorm = 52.6347, GNorm = 2.6386, lr_0 = 1.7143e-04
Validation prc-auc = 0.014594
Epoch 49
Loss = 5.5811e-01, PNorm = 52.6468, GNorm = 2.3617, lr_0 = 1.7278e-04
Loss = 5.0931e-01, PNorm = 52.6608, GNorm = 2.5726, lr_0 = 1.7413e-04
Validation prc-auc = 0.017715
Epoch 50
Loss = 4.9221e-01, PNorm = 52.6759, GNorm = 2.5916, lr_0 = 1.7547e-04
Validation prc-auc = 0.017105
Epoch 51
Loss = 4.9118e-01, PNorm = 52.6925, GNorm = 1.3963, lr_0 = 1.7682e-04
Validation prc-auc = 0.010435
Epoch 52
Loss = 4.9618e-01, PNorm = 52.7048, GNorm = 1.3596, lr_0 = 1.7816e-04
Validation prc-auc = 0.011126
Epoch 53
Loss = 4.8721e-01, PNorm = 52.7176, GNorm = 1.9882, lr_0 = 1.7951e-04
Validation prc-auc = 0.014228
Epoch 54
Loss = 5.1975e-01, PNorm = 52.7316, GNorm = 1.3930, lr_0 = 1.8085e-04
Validation prc-auc = 0.012303
Epoch 55
Loss = 5.0728e-01, PNorm = 52.7465, GNorm = 2.0040, lr_0 = 1.8220e-04
Validation prc-auc = 0.012101
Epoch 56
Loss = 4.8408e-01, PNorm = 52.7652, GNorm = 3.6070, lr_0 = 1.8354e-04
Validation prc-auc = 0.013716
Epoch 57
Loss = 5.1655e-01, PNorm = 52.7806, GNorm = 4.4157, lr_0 = 1.8489e-04
Validation prc-auc = 0.016333
Epoch 58
Loss = 4.6103e-01, PNorm = 52.7966, GNorm = 1.5815, lr_0 = 1.8623e-04
Validation prc-auc = 0.017418
Epoch 59
Loss = 5.1151e-01, PNorm = 52.8159, GNorm = 1.8361, lr_0 = 1.8758e-04
Loss = 4.8300e-01, PNorm = 52.8338, GNorm = 2.8914, lr_0 = 1.8892e-04
Validation prc-auc = 0.012358
Epoch 60
Loss = 4.4506e-01, PNorm = 52.8507, GNorm = 3.6644, lr_0 = 1.9027e-04
Validation prc-auc = 0.013998
Epoch 61
Loss = 4.9219e-01, PNorm = 52.8671, GNorm = 5.2733, lr_0 = 1.9161e-04
Validation prc-auc = 0.018069
Epoch 62
Loss = 4.7753e-01, PNorm = 52.8840, GNorm = 1.8075, lr_0 = 1.9296e-04
Validation prc-auc = 0.017841
Epoch 63
Loss = 4.5414e-01, PNorm = 52.9013, GNorm = 2.8997, lr_0 = 1.9430e-04
Validation prc-auc = 0.017064
Epoch 64
Loss = 4.2788e-01, PNorm = 52.9186, GNorm = 1.7040, lr_0 = 1.9565e-04
Validation prc-auc = 0.015316
Epoch 65
Loss = 4.5265e-01, PNorm = 52.9330, GNorm = 5.7087, lr_0 = 1.9700e-04
Validation prc-auc = 0.016865
Epoch 66
Loss = 4.8103e-01, PNorm = 52.9494, GNorm = 2.8316, lr_0 = 1.9834e-04
Validation prc-auc = 0.015434
Epoch 67
Loss = 4.5279e-01, PNorm = 52.9658, GNorm = 1.4858, lr_0 = 1.9969e-04
Validation prc-auc = 0.017189
Epoch 68
Loss = 4.4737e-01, PNorm = 52.9837, GNorm = 2.1544, lr_0 = 2.0103e-04
Validation prc-auc = 0.016391
Epoch 69
Loss = 4.5146e-01, PNorm = 53.0053, GNorm = 2.1318, lr_0 = 2.0238e-04
Loss = 4.4478e-01, PNorm = 53.0239, GNorm = 2.8569, lr_0 = 2.0372e-04
Validation prc-auc = 0.016231
Epoch 70
Loss = 4.3586e-01, PNorm = 53.0396, GNorm = 1.7413, lr_0 = 2.0507e-04
Validation prc-auc = 0.018294
Epoch 71
Loss = 4.0041e-01, PNorm = 53.0613, GNorm = 1.7869, lr_0 = 2.0641e-04
Validation prc-auc = 0.017200
Epoch 72
Loss = 5.2658e-01, PNorm = 53.0807, GNorm = 2.9355, lr_0 = 2.0776e-04
Validation prc-auc = 0.009783
Epoch 73
Loss = 3.9737e-01, PNorm = 53.0999, GNorm = 1.8937, lr_0 = 2.0910e-04
Validation prc-auc = 0.013858
Epoch 74
Loss = 4.1472e-01, PNorm = 53.1179, GNorm = 1.9101, lr_0 = 2.1045e-04
Validation prc-auc = 0.015974
Epoch 75
Loss = 3.6272e-01, PNorm = 53.1393, GNorm = 2.3077, lr_0 = 2.1179e-04
Validation prc-auc = 0.014481
Epoch 76
Loss = 3.9649e-01, PNorm = 53.1613, GNorm = 1.7990, lr_0 = 2.1314e-04
Validation prc-auc = 0.013217
Epoch 77
Loss = 4.5399e-01, PNorm = 53.1825, GNorm = 4.7000, lr_0 = 2.1448e-04
Validation prc-auc = 0.017607
Epoch 78
Loss = 3.3177e-01, PNorm = 53.2017, GNorm = 1.8603, lr_0 = 2.1583e-04
Validation prc-auc = 0.016504
Epoch 79
Loss = 4.7092e-01, PNorm = 53.2249, GNorm = 1.9865, lr_0 = 2.1717e-04
Loss = 3.9468e-01, PNorm = 53.2478, GNorm = 2.3772, lr_0 = 2.1852e-04
Validation prc-auc = 0.016288
Epoch 80
Loss = 3.9545e-01, PNorm = 53.2703, GNorm = 4.4246, lr_0 = 2.1987e-04
Validation prc-auc = 0.015444
Epoch 81
Loss = 4.7778e-01, PNorm = 53.2912, GNorm = 6.9966, lr_0 = 2.2121e-04
Validation prc-auc = 0.014413
Epoch 82
Loss = 4.5460e-01, PNorm = 53.3104, GNorm = 3.2785, lr_0 = 2.2256e-04
Validation prc-auc = 0.018828
Epoch 83
Loss = 4.3387e-01, PNorm = 53.3364, GNorm = 1.8086, lr_0 = 2.2390e-04
Validation prc-auc = 0.018360
Epoch 84
Loss = 3.7752e-01, PNorm = 53.3609, GNorm = 2.3895, lr_0 = 2.2525e-04
Validation prc-auc = 0.016003
Epoch 85
Loss = 3.8423e-01, PNorm = 53.3814, GNorm = 3.0698, lr_0 = 2.2659e-04
Validation prc-auc = 0.014154
Epoch 86
Loss = 3.6858e-01, PNorm = 53.4046, GNorm = 2.2078, lr_0 = 2.2794e-04
Validation prc-auc = 0.012675
Epoch 87
Loss = 4.1012e-01, PNorm = 53.4301, GNorm = 3.4403, lr_0 = 2.2928e-04
Validation prc-auc = 0.015537
Epoch 88
Loss = 3.5987e-01, PNorm = 53.4526, GNorm = 2.3544, lr_0 = 2.3063e-04
Validation prc-auc = 0.015800
Epoch 89
Loss = 4.4375e-01, PNorm = 53.4781, GNorm = 2.0612, lr_0 = 2.3197e-04
Loss = 3.3892e-01, PNorm = 53.5026, GNorm = 2.0754, lr_0 = 2.3332e-04
Validation prc-auc = 0.018039
Epoch 90
Loss = 3.7836e-01, PNorm = 53.5292, GNorm = 1.7417, lr_0 = 2.3466e-04
Validation prc-auc = 0.014247
Epoch 91
Loss = 3.5493e-01, PNorm = 53.5551, GNorm = 1.9407, lr_0 = 2.3601e-04
Validation prc-auc = 0.014736
Epoch 92
Loss = 4.0132e-01, PNorm = 53.5759, GNorm = 1.8561, lr_0 = 2.3735e-04
Validation prc-auc = 0.017204
Epoch 93
Loss = 3.7450e-01, PNorm = 53.6002, GNorm = 3.2253, lr_0 = 2.3870e-04
Validation prc-auc = 0.014654
Epoch 94
Loss = 3.7816e-01, PNorm = 53.6265, GNorm = 2.3789, lr_0 = 2.4004e-04
Validation prc-auc = 0.010243
Epoch 95
Loss = 3.9136e-01, PNorm = 53.6550, GNorm = 6.5268, lr_0 = 2.4139e-04
Validation prc-auc = 0.012166
Epoch 96
Loss = 4.3353e-01, PNorm = 53.6798, GNorm = 1.8186, lr_0 = 2.4274e-04
Validation prc-auc = 0.015904
Epoch 97
Loss = 3.6074e-01, PNorm = 53.7075, GNorm = 1.2610, lr_0 = 2.4408e-04
Validation prc-auc = 0.017413
Epoch 98
Loss = 4.1723e-01, PNorm = 53.7355, GNorm = 2.6501, lr_0 = 2.4543e-04
Validation prc-auc = 0.020432
Epoch 99
Loss = 3.0652e-01, PNorm = 53.7630, GNorm = 2.0492, lr_0 = 2.4677e-04
Loss = 3.7708e-01, PNorm = 53.7935, GNorm = 2.0318, lr_0 = 2.4812e-04
Validation prc-auc = 0.017571
Epoch 100
Loss = 3.3468e-01, PNorm = 53.8232, GNorm = 1.6079, lr_0 = 2.4946e-04
Validation prc-auc = 0.011712
Epoch 101
Loss = 3.6689e-01, PNorm = 53.8481, GNorm = 2.5211, lr_0 = 2.5081e-04
Validation prc-auc = 0.012538
Epoch 102
Loss = 3.1132e-01, PNorm = 53.8737, GNorm = 2.1061, lr_0 = 2.5215e-04
Validation prc-auc = 0.013537
Epoch 103
Loss = 3.7041e-01, PNorm = 53.8994, GNorm = 2.1747, lr_0 = 2.5350e-04
Validation prc-auc = 0.012330
Epoch 104
Loss = 3.1315e-01, PNorm = 53.9286, GNorm = 2.6478, lr_0 = 2.5484e-04
Validation prc-auc = 0.013591
Epoch 105
Loss = 3.3055e-01, PNorm = 53.9563, GNorm = 3.9084, lr_0 = 2.5619e-04
Validation prc-auc = 0.014998
Epoch 106
Loss = 2.6959e-01, PNorm = 53.9875, GNorm = 1.9731, lr_0 = 2.5753e-04
Validation prc-auc = 0.010434
Epoch 107
Loss = 2.7777e-01, PNorm = 54.0192, GNorm = 2.3354, lr_0 = 2.5888e-04
Validation prc-auc = 0.008796
Epoch 108
Loss = 3.8283e-01, PNorm = 54.0468, GNorm = 4.3206, lr_0 = 2.6022e-04
Validation prc-auc = 0.009008
Epoch 109
Loss = 3.3563e-01, PNorm = 54.0816, GNorm = 2.0267, lr_0 = 2.6157e-04
Loss = 2.7240e-01, PNorm = 54.1158, GNorm = 2.2317, lr_0 = 2.6291e-04
Validation prc-auc = 0.011285
Epoch 110
Loss = 2.7421e-01, PNorm = 54.1465, GNorm = 4.5715, lr_0 = 2.6426e-04
Validation prc-auc = 0.012893
Epoch 111
Loss = 2.4473e-01, PNorm = 54.1772, GNorm = 7.5251, lr_0 = 2.6561e-04
Validation prc-auc = 0.013728
Epoch 112
Loss = 2.8011e-01, PNorm = 54.2060, GNorm = 2.2654, lr_0 = 2.6695e-04
Validation prc-auc = 0.010997
Epoch 113
Loss = 2.7362e-01, PNorm = 54.2391, GNorm = 2.4765, lr_0 = 2.6830e-04
Validation prc-auc = 0.012620
Epoch 114
Loss = 2.7454e-01, PNorm = 54.2709, GNorm = 2.8741, lr_0 = 2.6964e-04
Validation prc-auc = 0.012135
Epoch 115
Loss = 2.7994e-01, PNorm = 54.3001, GNorm = 2.5755, lr_0 = 2.7099e-04
Validation prc-auc = 0.012525
Epoch 116
Loss = 3.1172e-01, PNorm = 54.3269, GNorm = 5.5350, lr_0 = 2.7233e-04
Validation prc-auc = 0.012841
Epoch 117
Loss = 2.7347e-01, PNorm = 54.3627, GNorm = 5.2191, lr_0 = 2.7368e-04
Validation prc-auc = 0.015453
Epoch 118
Loss = 2.6905e-01, PNorm = 54.3938, GNorm = 2.3348, lr_0 = 2.7502e-04
Validation prc-auc = 0.015942
Epoch 119
Loss = 2.2233e-01, PNorm = 54.4272, GNorm = 2.2749, lr_0 = 2.7637e-04
Loss = 3.0069e-01, PNorm = 54.4575, GNorm = 2.1738, lr_0 = 2.7771e-04
Validation prc-auc = 0.012948
Epoch 120
Loss = 2.6898e-01, PNorm = 54.4884, GNorm = 4.5282, lr_0 = 2.7906e-04
Validation prc-auc = 0.011147
Epoch 121
Loss = 2.7216e-01, PNorm = 54.5194, GNorm = 3.1151, lr_0 = 2.8040e-04
Validation prc-auc = 0.013028
Epoch 122
Loss = 2.9507e-01, PNorm = 54.5440, GNorm = 4.6523, lr_0 = 2.8175e-04
Validation prc-auc = 0.015667
Epoch 123
Loss = 2.2317e-01, PNorm = 54.5768, GNorm = 2.3426, lr_0 = 2.8309e-04
Validation prc-auc = 0.015026
Epoch 124
Loss = 2.8226e-01, PNorm = 54.6144, GNorm = 2.6883, lr_0 = 2.8444e-04
Validation prc-auc = 0.016916
Epoch 125
Loss = 3.0889e-01, PNorm = 54.6423, GNorm = 4.4328, lr_0 = 2.8578e-04
Validation prc-auc = 0.018227
Epoch 126
Loss = 2.3989e-01, PNorm = 54.6727, GNorm = 1.1960, lr_0 = 2.8713e-04
Validation prc-auc = 0.021511
Epoch 127
Loss = 3.2319e-01, PNorm = 54.7097, GNorm = 5.3756, lr_0 = 2.8848e-04
Validation prc-auc = 0.014018
Epoch 128
Loss = 3.5367e-01, PNorm = 54.7440, GNorm = 3.4309, lr_0 = 2.8982e-04
Validation prc-auc = 0.014017
Epoch 129
Loss = 2.4716e-01, PNorm = 54.7760, GNorm = 3.5777, lr_0 = 2.9117e-04
Loss = 2.7098e-01, PNorm = 54.8117, GNorm = 3.0988, lr_0 = 2.9251e-04
Validation prc-auc = 0.015738
Epoch 130
Loss = 2.4423e-01, PNorm = 54.8444, GNorm = 1.8756, lr_0 = 2.9386e-04
Validation prc-auc = 0.020732
Epoch 131
Loss = 2.2182e-01, PNorm = 54.8774, GNorm = 4.6983, lr_0 = 2.9520e-04
Validation prc-auc = 0.016506
Epoch 132
Loss = 2.2516e-01, PNorm = 54.9103, GNorm = 2.1527, lr_0 = 2.9655e-04
Validation prc-auc = 0.017579
Epoch 133
Loss = 2.4532e-01, PNorm = 54.9422, GNorm = 1.7342, lr_0 = 2.9789e-04
Validation prc-auc = 0.012570
Epoch 134
Loss = 2.4468e-01, PNorm = 54.9801, GNorm = 2.2560, lr_0 = 2.9924e-04
Validation prc-auc = 0.012896
Epoch 135
Loss = 2.7724e-01, PNorm = 55.0157, GNorm = 4.9639, lr_0 = 3.0058e-04
Validation prc-auc = 0.013992
Epoch 136
Loss = 2.4912e-01, PNorm = 55.0486, GNorm = 2.3289, lr_0 = 3.0193e-04
Validation prc-auc = 0.016594
Epoch 137
Loss = 3.3249e-01, PNorm = 55.0767, GNorm = 3.1286, lr_0 = 3.0327e-04
Validation prc-auc = 0.015626
Epoch 138
Loss = 2.2043e-01, PNorm = 55.1116, GNorm = 2.9378, lr_0 = 3.0462e-04
Validation prc-auc = 0.016478
Epoch 139
Loss = 2.9375e-01, PNorm = 55.1495, GNorm = 1.9544, lr_0 = 3.0596e-04
Loss = 2.1156e-01, PNorm = 55.1853, GNorm = 2.8234, lr_0 = 3.0731e-04
Validation prc-auc = 0.018726
Epoch 140
Loss = 3.1877e-01, PNorm = 55.2216, GNorm = 3.9383, lr_0 = 3.0865e-04
Validation prc-auc = 0.019979
Epoch 141
Loss = 2.3679e-01, PNorm = 55.2605, GNorm = 1.8409, lr_0 = 3.1000e-04
Validation prc-auc = 0.019880
Epoch 142
Loss = 2.3475e-01, PNorm = 55.3003, GNorm = 2.0875, lr_0 = 3.1135e-04
Validation prc-auc = 0.013183
Epoch 143
Loss = 1.8984e-01, PNorm = 55.3320, GNorm = 1.9662, lr_0 = 3.1269e-04
Validation prc-auc = 0.016426
Epoch 144
Loss = 1.7269e-01, PNorm = 55.3653, GNorm = 4.6111, lr_0 = 3.1404e-04
Validation prc-auc = 0.021430
Epoch 145
Loss = 2.1615e-01, PNorm = 55.4014, GNorm = 3.1291, lr_0 = 3.1538e-04
Validation prc-auc = 0.019841
Epoch 146
Loss = 1.6507e-01, PNorm = 55.4364, GNorm = 3.2056, lr_0 = 3.1673e-04
Validation prc-auc = 0.019493
Epoch 147
Loss = 2.3415e-01, PNorm = 55.4702, GNorm = 3.3421, lr_0 = 3.1807e-04
Validation prc-auc = 0.025038
Epoch 148
Loss = 1.5069e-01, PNorm = 55.5021, GNorm = 2.0444, lr_0 = 3.1942e-04
Validation prc-auc = 0.022472
Epoch 149
Loss = 6.6404e-02, PNorm = 55.5378, GNorm = 0.9417, lr_0 = 3.2076e-04
Loss = 1.6927e-01, PNorm = 55.5743, GNorm = 2.1500, lr_0 = 3.2211e-04
Validation prc-auc = 0.021187
Epoch 150
Loss = 2.0010e-01, PNorm = 55.6049, GNorm = 1.9175, lr_0 = 3.2345e-04
Validation prc-auc = 0.020005
Epoch 151
Loss = 1.7077e-01, PNorm = 55.6367, GNorm = 3.7255, lr_0 = 3.2480e-04
Validation prc-auc = 0.020728
Epoch 152
Loss = 2.0484e-01, PNorm = 55.6691, GNorm = 2.2199, lr_0 = 3.2614e-04
Validation prc-auc = 0.024485
Epoch 153
Loss = 2.1351e-01, PNorm = 55.7058, GNorm = 2.1554, lr_0 = 3.2749e-04
Validation prc-auc = 0.028028
Epoch 154
Loss = 2.0711e-01, PNorm = 55.7363, GNorm = 2.3514, lr_0 = 3.2883e-04
Validation prc-auc = 0.022029
Epoch 155
Loss = 2.1536e-01, PNorm = 55.7764, GNorm = 2.2775, lr_0 = 3.3018e-04
Validation prc-auc = 0.016634
Epoch 156
Loss = 2.1270e-01, PNorm = 55.8132, GNorm = 3.4725, lr_0 = 3.3152e-04
Validation prc-auc = 0.011761
Epoch 157
Loss = 2.0982e-01, PNorm = 55.8558, GNorm = 2.8002, lr_0 = 3.3287e-04
Validation prc-auc = 0.012396
Epoch 158
Loss = 3.2920e-01, PNorm = 55.8897, GNorm = 3.0087, lr_0 = 3.3422e-04
Validation prc-auc = 0.025527
Epoch 159
Loss = 1.4189e-01, PNorm = 55.9268, GNorm = 1.7731, lr_0 = 3.3556e-04
Loss = 2.0942e-01, PNorm = 55.9613, GNorm = 2.4052, lr_0 = 3.3691e-04
Validation prc-auc = 0.026001
Epoch 160
Loss = 1.9208e-01, PNorm = 55.9945, GNorm = 1.4592, lr_0 = 3.3825e-04
Validation prc-auc = 0.031435
Epoch 161
Loss = 1.7916e-01, PNorm = 56.0326, GNorm = 1.5011, lr_0 = 3.3960e-04
Validation prc-auc = 0.027180
Epoch 162
Loss = 1.6159e-01, PNorm = 56.0678, GNorm = 2.0706, lr_0 = 3.4094e-04
Validation prc-auc = 0.014070
Epoch 163
Loss = 1.5828e-01, PNorm = 56.1051, GNorm = 4.8927, lr_0 = 3.4229e-04
Validation prc-auc = 0.016681
Epoch 164
Loss = 1.6070e-01, PNorm = 56.1368, GNorm = 2.3617, lr_0 = 3.4363e-04
Validation prc-auc = 0.023333
Epoch 165
Loss = 1.5879e-01, PNorm = 56.1769, GNorm = 3.2169, lr_0 = 3.4498e-04
Validation prc-auc = 0.022603
Epoch 166
Loss = 1.2798e-01, PNorm = 56.2171, GNorm = 1.8293, lr_0 = 3.4632e-04
Validation prc-auc = 0.019872
Epoch 167
Loss = 1.4213e-01, PNorm = 56.2554, GNorm = 2.7288, lr_0 = 3.4767e-04
Validation prc-auc = 0.024145
Epoch 168
Loss = 1.3213e-01, PNorm = 56.2946, GNorm = 1.3127, lr_0 = 3.4901e-04
Validation prc-auc = 0.021047
Epoch 169
Loss = 3.0466e-01, PNorm = 56.3297, GNorm = 4.0508, lr_0 = 3.5036e-04
Loss = 2.3433e-01, PNorm = 56.3697, GNorm = 2.8132, lr_0 = 3.5170e-04
Validation prc-auc = 0.012620
Epoch 170
Loss = 1.6096e-01, PNorm = 56.4134, GNorm = 1.8413, lr_0 = 3.5305e-04
Validation prc-auc = 0.015150
Epoch 171
Loss = 1.6858e-01, PNorm = 56.4541, GNorm = 2.6503, lr_0 = 3.5439e-04
Validation prc-auc = 0.017109
Epoch 172
Loss = 1.5055e-01, PNorm = 56.4880, GNorm = 1.7338, lr_0 = 3.5574e-04
Validation prc-auc = 0.020644
Epoch 173
Loss = 2.0857e-01, PNorm = 56.5185, GNorm = 3.2138, lr_0 = 3.5709e-04
Validation prc-auc = 0.025028
Epoch 174
Loss = 1.3533e-01, PNorm = 56.5518, GNorm = 1.9911, lr_0 = 3.5843e-04
Validation prc-auc = 0.026237
Epoch 175
Loss = 8.4611e-02, PNorm = 56.5881, GNorm = 2.1038, lr_0 = 3.5978e-04
Validation prc-auc = 0.025050
Epoch 176
Loss = 1.2746e-01, PNorm = 56.6228, GNorm = 2.0167, lr_0 = 3.6112e-04
Validation prc-auc = 0.018176
Epoch 177
Loss = 2.0483e-01, PNorm = 56.6550, GNorm = 2.1597, lr_0 = 3.6247e-04
Validation prc-auc = 0.020221
Epoch 178
Loss = 1.6843e-01, PNorm = 56.6891, GNorm = 3.3958, lr_0 = 3.6381e-04
Validation prc-auc = 0.016375
Epoch 179
Loss = 2.2422e-01, PNorm = 56.7303, GNorm = 2.9344, lr_0 = 3.6516e-04
Loss = 1.6107e-01, PNorm = 56.7656, GNorm = 1.3772, lr_0 = 3.6650e-04
Validation prc-auc = 0.023649
Epoch 180
Loss = 1.6023e-01, PNorm = 56.8032, GNorm = 2.1471, lr_0 = 3.6785e-04
Validation prc-auc = 0.019199
Epoch 181
Loss = 1.2822e-01, PNorm = 56.8446, GNorm = 1.5873, lr_0 = 3.6919e-04
Validation prc-auc = 0.019954
Epoch 182
Loss = 1.5461e-01, PNorm = 56.8776, GNorm = 3.6624, lr_0 = 3.7054e-04
Validation prc-auc = 0.017274
Epoch 183
Loss = 1.4465e-01, PNorm = 56.8997, GNorm = 3.4684, lr_0 = 3.7188e-04
Validation prc-auc = 0.021883
Epoch 184
Loss = 1.9159e-01, PNorm = 56.9315, GNorm = 4.5037, lr_0 = 3.7323e-04
Validation prc-auc = 0.019963
Epoch 185
Loss = 1.2569e-01, PNorm = 56.9661, GNorm = 1.5387, lr_0 = 3.7457e-04
Validation prc-auc = 0.020412
Epoch 186
Loss = 1.4929e-01, PNorm = 56.9962, GNorm = 1.6543, lr_0 = 3.7592e-04
Validation prc-auc = 0.018853
Epoch 187
Loss = 1.3686e-01, PNorm = 57.0336, GNorm = 4.0595, lr_0 = 3.7726e-04
Validation prc-auc = 0.019798
Epoch 188
Loss = 2.3541e-01, PNorm = 57.0764, GNorm = 3.4544, lr_0 = 3.7861e-04
Validation prc-auc = 0.015092
Epoch 189
Loss = 1.9025e-01, PNorm = 57.1181, GNorm = 2.1214, lr_0 = 3.7996e-04
Loss = 1.0058e-01, PNorm = 57.1551, GNorm = 2.3088, lr_0 = 3.8130e-04
Validation prc-auc = 0.019262
Epoch 190
Loss = 1.5382e-01, PNorm = 57.1840, GNorm = 2.5426, lr_0 = 3.8265e-04
Validation prc-auc = 0.025496
Epoch 191
Loss = 1.1624e-01, PNorm = 57.2225, GNorm = 2.3365, lr_0 = 3.8399e-04
Validation prc-auc = 0.026265
Epoch 192
Loss = 1.3855e-01, PNorm = 57.2605, GNorm = 2.0151, lr_0 = 3.8534e-04
Validation prc-auc = 0.029944
Epoch 193
Loss = 1.0619e-01, PNorm = 57.2935, GNorm = 2.1424, lr_0 = 3.8668e-04
Validation prc-auc = 0.032938
Epoch 194
Loss = 1.8901e-01, PNorm = 57.3218, GNorm = 2.2395, lr_0 = 3.8803e-04
Validation prc-auc = 0.023554
Epoch 195
Loss = 1.0435e-01, PNorm = 57.3556, GNorm = 1.3118, lr_0 = 3.8937e-04
Validation prc-auc = 0.022510
Epoch 196
Loss = 1.1312e-01, PNorm = 57.3914, GNorm = 3.5337, lr_0 = 3.9072e-04
Validation prc-auc = 0.019972
Epoch 197
Loss = 1.3324e-01, PNorm = 57.4119, GNorm = 2.3007, lr_0 = 3.9206e-04
Validation prc-auc = 0.018599
Epoch 198
Loss = 1.2533e-01, PNorm = 57.4420, GNorm = 2.3623, lr_0 = 3.9341e-04
Validation prc-auc = 0.014731
Epoch 199
Loss = 1.5590e-01, PNorm = 57.4725, GNorm = 2.4603, lr_0 = 3.9475e-04
Loss = 1.2246e-01, PNorm = 57.5142, GNorm = 1.7038, lr_0 = 3.9610e-04
Validation prc-auc = 0.023413
Epoch 200
Loss = 1.5033e-01, PNorm = 57.5509, GNorm = 2.2593, lr_0 = 3.9744e-04
Validation prc-auc = 0.021861
Epoch 201
Loss = 1.9770e-01, PNorm = 57.5946, GNorm = 3.2712, lr_0 = 3.9879e-04
Validation prc-auc = 0.018628
Epoch 202
Loss = 1.4212e-01, PNorm = 57.6419, GNorm = 2.6498, lr_0 = 4.0013e-04
Validation prc-auc = 0.016217
Epoch 203
Loss = 1.9269e-01, PNorm = 57.6716, GNorm = 3.7686, lr_0 = 4.0148e-04
Validation prc-auc = 0.018993
Epoch 204
Loss = 1.6474e-01, PNorm = 57.7068, GNorm = 1.3419, lr_0 = 4.0283e-04
Validation prc-auc = 0.017814
Epoch 205
Loss = 1.3339e-01, PNorm = 57.7539, GNorm = 3.0645, lr_0 = 4.0417e-04
Validation prc-auc = 0.029839
Epoch 206
Loss = 1.5872e-01, PNorm = 57.7884, GNorm = 2.6641, lr_0 = 4.0552e-04
Validation prc-auc = 0.027285
Epoch 207
Loss = 5.6792e-02, PNorm = 57.8373, GNorm = 0.9065, lr_0 = 4.0686e-04
Validation prc-auc = 0.024832
Epoch 208
Loss = 2.7991e-01, PNorm = 57.8776, GNorm = 2.6020, lr_0 = 4.0821e-04
Validation prc-auc = 0.015965
Epoch 209
Loss = 2.0285e-01, PNorm = 57.9052, GNorm = 3.1501, lr_0 = 4.0955e-04
Loss = 1.7018e-01, PNorm = 57.9377, GNorm = 2.2896, lr_0 = 4.1090e-04
Validation prc-auc = 0.029253
Epoch 210
Loss = 1.2857e-01, PNorm = 57.9764, GNorm = 1.2374, lr_0 = 4.1224e-04
Validation prc-auc = 0.043687
Epoch 211
Loss = 1.1424e-01, PNorm = 58.0176, GNorm = 1.0159, lr_0 = 4.1359e-04
Validation prc-auc = 0.038860
Epoch 212
Loss = 1.0414e-01, PNorm = 58.0528, GNorm = 1.0212, lr_0 = 4.1493e-04
Validation prc-auc = 0.017930
Epoch 213
Loss = 9.7165e-02, PNorm = 58.0853, GNorm = 2.1453, lr_0 = 4.1628e-04
Validation prc-auc = 0.023406
Epoch 214
Loss = 1.1157e-01, PNorm = 58.1145, GNorm = 3.9370, lr_0 = 4.1762e-04
Validation prc-auc = 0.031010
Epoch 215
Loss = 1.0225e-01, PNorm = 58.1515, GNorm = 2.0554, lr_0 = 4.1897e-04
Validation prc-auc = 0.021248
Epoch 216
Loss = 9.4496e-02, PNorm = 58.1916, GNorm = 1.7608, lr_0 = 4.2031e-04
Validation prc-auc = 0.019224
Epoch 217
Loss = 8.5675e-02, PNorm = 58.2265, GNorm = 1.8592, lr_0 = 4.2166e-04
Validation prc-auc = 0.017849
Epoch 218
Loss = 7.3169e-02, PNorm = 58.2613, GNorm = 1.3695, lr_0 = 4.2300e-04
Validation prc-auc = 0.014041
Epoch 219
Loss = 6.7582e-02, PNorm = 58.3026, GNorm = 1.6749, lr_0 = 4.2435e-04
Loss = 8.8533e-02, PNorm = 58.3394, GNorm = 1.9188, lr_0 = 4.2570e-04
Validation prc-auc = 0.032200
Epoch 220
Loss = 2.3504e-01, PNorm = 58.3651, GNorm = 7.3248, lr_0 = 4.2704e-04
Validation prc-auc = 0.045624
Epoch 221
Loss = 1.7268e-01, PNorm = 58.4201, GNorm = 2.5579, lr_0 = 4.2839e-04
Validation prc-auc = 0.021949
Epoch 222
Loss = 1.4885e-01, PNorm = 58.4706, GNorm = 3.3955, lr_0 = 4.2973e-04
Validation prc-auc = 0.022656
Epoch 223
Loss = 1.6117e-01, PNorm = 58.5131, GNorm = 3.9385, lr_0 = 4.3108e-04
Validation prc-auc = 0.018748
Epoch 224
Loss = 7.8206e-02, PNorm = 58.5612, GNorm = 1.4507, lr_0 = 4.3242e-04
Validation prc-auc = 0.016479
Epoch 225
Loss = 1.9093e-01, PNorm = 58.6051, GNorm = 7.7799, lr_0 = 4.3377e-04
Validation prc-auc = 0.037696
Epoch 226
Loss = 8.3628e-02, PNorm = 58.6289, GNorm = 2.3711, lr_0 = 4.3511e-04
Validation prc-auc = 0.024782
Epoch 227
Loss = 9.0155e-02, PNorm = 58.6720, GNorm = 1.5593, lr_0 = 4.3646e-04
Validation prc-auc = 0.023342
Epoch 228
Loss = 6.2806e-02, PNorm = 58.7125, GNorm = 0.8581, lr_0 = 4.3780e-04
Validation prc-auc = 0.030509
Epoch 229
Loss = 6.5696e-02, PNorm = 58.7459, GNorm = 1.1515, lr_0 = 4.3915e-04
Loss = 1.0555e-01, PNorm = 58.7854, GNorm = 2.1415, lr_0 = 4.4049e-04
Validation prc-auc = 0.029793
Epoch 230
Loss = 1.2905e-01, PNorm = 58.8191, GNorm = 1.9055, lr_0 = 4.4184e-04
Validation prc-auc = 0.028794
Epoch 231
Loss = 1.1354e-01, PNorm = 58.8570, GNorm = 1.9449, lr_0 = 4.4318e-04
Validation prc-auc = 0.022348
Epoch 232
Loss = 7.3929e-02, PNorm = 58.9044, GNorm = 1.7434, lr_0 = 4.4453e-04
Validation prc-auc = 0.020759
Epoch 233
Loss = 1.2121e-01, PNorm = 58.9434, GNorm = 1.7928, lr_0 = 4.4587e-04
Validation prc-auc = 0.017993
Epoch 234
Loss = 1.1676e-01, PNorm = 58.9877, GNorm = 2.2643, lr_0 = 4.4722e-04
Validation prc-auc = 0.022290
Epoch 235
Loss = 6.2524e-02, PNorm = 59.0279, GNorm = 0.8781, lr_0 = 4.4857e-04
Validation prc-auc = 0.018652
Epoch 236
Loss = 2.0380e-01, PNorm = 59.0703, GNorm = 2.5941, lr_0 = 4.4991e-04
Validation prc-auc = 0.020758
Epoch 237
Loss = 1.6294e-01, PNorm = 59.1078, GNorm = 2.1264, lr_0 = 4.5126e-04
Validation prc-auc = 0.029995
Epoch 238
Loss = 1.3432e-01, PNorm = 59.1561, GNorm = 1.5129, lr_0 = 4.5260e-04
Validation prc-auc = 0.023212
Epoch 239
Loss = 7.4019e-02, PNorm = 59.1943, GNorm = 1.7575, lr_0 = 4.5395e-04
Loss = 1.2657e-01, PNorm = 59.2288, GNorm = 1.2410, lr_0 = 4.5529e-04
Validation prc-auc = 0.020227
Epoch 240
Loss = 6.0166e-02, PNorm = 59.2704, GNorm = 1.4867, lr_0 = 4.5664e-04
Validation prc-auc = 0.016099
Epoch 241
Loss = 1.0511e-01, PNorm = 59.3056, GNorm = 1.7612, lr_0 = 4.5798e-04
Validation prc-auc = 0.017066
Epoch 242
Loss = 9.3559e-02, PNorm = 59.3483, GNorm = 2.0402, lr_0 = 4.5933e-04
Validation prc-auc = 0.020397
Epoch 243
Loss = 1.2618e-01, PNorm = 59.3885, GNorm = 2.6333, lr_0 = 4.6067e-04
Validation prc-auc = 0.024846
Epoch 244
Loss = 1.4113e-01, PNorm = 59.4339, GNorm = 2.9504, lr_0 = 4.6202e-04
Validation prc-auc = 0.022045
Epoch 245
Loss = 1.6193e-01, PNorm = 59.4712, GNorm = 2.9552, lr_0 = 4.6336e-04
Validation prc-auc = 0.039099
Epoch 246
Loss = 8.3022e-02, PNorm = 59.5182, GNorm = 0.7320, lr_0 = 4.6471e-04
Validation prc-auc = 0.034338
Epoch 247
Loss = 9.4578e-02, PNorm = 59.5658, GNorm = 1.7411, lr_0 = 4.6605e-04
Validation prc-auc = 0.035759
Epoch 248
Loss = 8.5866e-02, PNorm = 59.6005, GNorm = 1.8718, lr_0 = 4.6740e-04
Validation prc-auc = 0.036526
Epoch 249
Loss = 6.9715e-02, PNorm = 59.6332, GNorm = 1.2287, lr_0 = 4.6874e-04
Loss = 1.1776e-01, PNorm = 59.6741, GNorm = 3.0202, lr_0 = 4.7009e-04
Validation prc-auc = 0.038950
Epoch 250
Loss = 7.6269e-02, PNorm = 59.7156, GNorm = 1.6493, lr_0 = 4.7143e-04
Validation prc-auc = 0.033964
Epoch 251
Loss = 7.3954e-02, PNorm = 59.7638, GNorm = 1.5747, lr_0 = 4.7278e-04
Validation prc-auc = 0.023856
Epoch 252
Loss = 7.7333e-02, PNorm = 59.7951, GNorm = 0.5558, lr_0 = 4.7413e-04
Validation prc-auc = 0.043210
Epoch 253
Loss = 1.6962e-01, PNorm = 59.8278, GNorm = 5.1107, lr_0 = 4.7547e-04
Validation prc-auc = 0.020560
Epoch 254
Loss = 1.4240e-01, PNorm = 59.8731, GNorm = 2.6790, lr_0 = 4.7682e-04
Validation prc-auc = 0.018884
Epoch 255
Loss = 1.0181e-01, PNorm = 59.9193, GNorm = 1.3280, lr_0 = 4.7816e-04
Validation prc-auc = 0.023198
Epoch 256
Loss = 8.5437e-02, PNorm = 59.9618, GNorm = 2.1038, lr_0 = 4.7951e-04
Validation prc-auc = 0.036066
Epoch 257
Loss = 9.0599e-02, PNorm = 60.0040, GNorm = 1.1162, lr_0 = 4.8085e-04
Validation prc-auc = 0.036270
Epoch 258
Loss = 1.2631e-01, PNorm = 60.0442, GNorm = 1.4960, lr_0 = 4.8220e-04
Validation prc-auc = 0.032162
Epoch 259
Loss = 8.7975e-02, PNorm = 60.0778, GNorm = 2.4995, lr_0 = 4.8354e-04
Loss = 1.2876e-01, PNorm = 60.1074, GNorm = 2.7604, lr_0 = 4.8489e-04
Validation prc-auc = 0.043716
Epoch 260
Loss = 1.1859e-01, PNorm = 60.1407, GNorm = 2.7119, lr_0 = 4.8623e-04
Validation prc-auc = 0.035922
Epoch 261
Loss = 6.8545e-02, PNorm = 60.1831, GNorm = 2.6822, lr_0 = 4.8758e-04
Validation prc-auc = 0.022744
Epoch 262
Loss = 6.2046e-02, PNorm = 60.2248, GNorm = 3.0491, lr_0 = 4.8892e-04
Validation prc-auc = 0.021519
Epoch 263
Loss = 1.3532e-01, PNorm = 60.2533, GNorm = 1.9934, lr_0 = 4.9027e-04
Validation prc-auc = 0.016621
Epoch 264
Loss = 9.0899e-02, PNorm = 60.2818, GNorm = 1.2381, lr_0 = 4.9161e-04
Validation prc-auc = 0.020915
Epoch 265
Loss = 7.9875e-02, PNorm = 60.3181, GNorm = 0.8804, lr_0 = 4.9296e-04
Validation prc-auc = 0.017700
Epoch 266
Loss = 1.4983e-01, PNorm = 60.3528, GNorm = 2.0004, lr_0 = 4.9430e-04
Validation prc-auc = 0.032033
Epoch 267
Loss = 7.7991e-02, PNorm = 60.3855, GNorm = 0.8318, lr_0 = 4.9565e-04
Validation prc-auc = 0.038024
Epoch 268
Loss = 7.2579e-02, PNorm = 60.4313, GNorm = 1.9861, lr_0 = 4.9700e-04
Validation prc-auc = 0.031323
Epoch 269
Loss = 1.2103e-01, PNorm = 60.4753, GNorm = 2.8216, lr_0 = 4.9834e-04
Loss = 8.2841e-02, PNorm = 60.5184, GNorm = 1.3414, lr_0 = 4.9969e-04
Validation prc-auc = 0.038984
Epoch 270
Loss = 1.1253e-01, PNorm = 60.5554, GNorm = 2.2190, lr_0 = 5.0103e-04
Validation prc-auc = 0.035709
Epoch 271
Loss = 6.2045e-02, PNorm = 60.5967, GNorm = 1.1059, lr_0 = 5.0238e-04
Validation prc-auc = 0.031983
Epoch 272
Loss = 6.3268e-02, PNorm = 60.6415, GNorm = 0.9786, lr_0 = 5.0372e-04
Validation prc-auc = 0.029622
Epoch 273
Loss = 5.9538e-02, PNorm = 60.6847, GNorm = 1.8281, lr_0 = 5.0507e-04
Validation prc-auc = 0.032584
Epoch 274
Loss = 1.0532e-01, PNorm = 60.7187, GNorm = 1.2249, lr_0 = 5.0641e-04
Validation prc-auc = 0.027847
Epoch 275
Loss = 8.6354e-02, PNorm = 60.7660, GNorm = 1.9068, lr_0 = 5.0776e-04
Validation prc-auc = 0.045266
Epoch 276
Loss = 6.6167e-02, PNorm = 60.8158, GNorm = 0.9369, lr_0 = 5.0910e-04
Validation prc-auc = 0.037302
Epoch 277
Loss = 7.9513e-02, PNorm = 60.8656, GNorm = 1.9471, lr_0 = 5.1045e-04
Validation prc-auc = 0.029590
Epoch 278
Loss = 8.1542e-02, PNorm = 60.9012, GNorm = 2.1376, lr_0 = 5.1179e-04
Validation prc-auc = 0.024315
Epoch 279
Loss = 2.5336e-02, PNorm = 60.9417, GNorm = 0.9013, lr_0 = 5.1314e-04
Loss = 8.5807e-02, PNorm = 60.9747, GNorm = 3.6432, lr_0 = 5.1448e-04
Validation prc-auc = 0.038418
Epoch 280
Loss = 8.2825e-02, PNorm = 61.0179, GNorm = 4.0373, lr_0 = 5.1583e-04
Validation prc-auc = 0.030456
Epoch 281
Loss = 1.4314e-01, PNorm = 61.0559, GNorm = 2.0555, lr_0 = 5.1717e-04
Validation prc-auc = 0.027075
Epoch 282
Loss = 8.4989e-02, PNorm = 61.1011, GNorm = 3.0709, lr_0 = 5.1852e-04
Validation prc-auc = 0.021092
Epoch 283
Loss = 9.3660e-02, PNorm = 61.1458, GNorm = 1.5489, lr_0 = 5.1987e-04
Validation prc-auc = 0.019199
Epoch 284
Loss = 9.0176e-02, PNorm = 61.1918, GNorm = 0.7472, lr_0 = 5.2121e-04
Validation prc-auc = 0.026871
Epoch 285
Loss = 1.0934e-01, PNorm = 61.2373, GNorm = 2.6397, lr_0 = 5.2256e-04
Validation prc-auc = 0.019444
Epoch 286
Loss = 1.0043e-01, PNorm = 61.2793, GNorm = 1.7190, lr_0 = 5.2390e-04
Validation prc-auc = 0.026929
Epoch 287
Loss = 1.0105e-01, PNorm = 61.3282, GNorm = 1.7508, lr_0 = 5.2525e-04
Validation prc-auc = 0.035396
Epoch 288
Loss = 1.5560e-01, PNorm = 61.3698, GNorm = 1.4103, lr_0 = 5.2659e-04
Validation prc-auc = 0.030562
Epoch 289
Loss = 7.1608e-02, PNorm = 61.4221, GNorm = 1.8258, lr_0 = 5.2794e-04
Loss = 1.0185e-01, PNorm = 61.4707, GNorm = 1.5434, lr_0 = 5.2928e-04
Validation prc-auc = 0.023304
Epoch 290
Loss = 5.3367e-02, PNorm = 61.5173, GNorm = 1.1916, lr_0 = 5.3063e-04
Validation prc-auc = 0.028679
Epoch 291
Loss = 5.4030e-02, PNorm = 61.5572, GNorm = 0.7971, lr_0 = 5.3197e-04
Validation prc-auc = 0.024358
Epoch 292
Loss = 8.8627e-02, PNorm = 61.6012, GNorm = 1.9092, lr_0 = 5.3332e-04
Validation prc-auc = 0.017161
Epoch 293
Loss = 9.1003e-02, PNorm = 61.6368, GNorm = 1.3722, lr_0 = 5.3466e-04
Validation prc-auc = 0.027538
Epoch 294
Loss = 8.5620e-02, PNorm = 61.6801, GNorm = 2.6409, lr_0 = 5.3601e-04
Validation prc-auc = 0.033848
Epoch 295
Loss = 6.4634e-02, PNorm = 61.7341, GNorm = 2.8065, lr_0 = 5.3735e-04
Validation prc-auc = 0.025076
Epoch 296
Loss = 1.8508e-01, PNorm = 61.7904, GNorm = 4.1597, lr_0 = 5.3870e-04
Validation prc-auc = 0.032917
Epoch 297
Loss = 1.1344e-01, PNorm = 61.8334, GNorm = 2.8149, lr_0 = 5.4004e-04
Validation prc-auc = 0.031816
Epoch 298
Loss = 6.5699e-02, PNorm = 61.9096, GNorm = 1.1418, lr_0 = 5.4139e-04
Validation prc-auc = 0.024776
Epoch 299
Loss = 1.0758e-01, PNorm = 61.9682, GNorm = 1.7209, lr_0 = 5.4274e-04
Loss = 7.5001e-02, PNorm = 62.0181, GNorm = 1.1420, lr_0 = 5.4408e-04
Validation prc-auc = 0.022370
Epoch 300
Loss = 6.4207e-02, PNorm = 62.0729, GNorm = 0.8188, lr_0 = 5.4543e-04
Validation prc-auc = 0.028048
Epoch 301
Loss = 4.6701e-02, PNorm = 62.1258, GNorm = 0.5144, lr_0 = 5.4677e-04
Validation prc-auc = 0.036874
Epoch 302
Loss = 7.4923e-02, PNorm = 62.1641, GNorm = 2.0679, lr_0 = 5.4812e-04
Validation prc-auc = 0.037817
Epoch 303
Loss = 8.0437e-02, PNorm = 62.2051, GNorm = 2.2394, lr_0 = 5.4946e-04
Validation prc-auc = 0.022547
Epoch 304
Loss = 1.4465e-01, PNorm = 62.2513, GNorm = 2.5929, lr_0 = 5.5081e-04
Validation prc-auc = 0.025608
Epoch 305
Loss = 8.1674e-02, PNorm = 62.3017, GNorm = 2.2390, lr_0 = 5.5215e-04
Validation prc-auc = 0.026252
Epoch 306
Loss = 7.1470e-02, PNorm = 62.3619, GNorm = 1.3443, lr_0 = 5.5350e-04
Validation prc-auc = 0.022651
Epoch 307
Loss = 4.0013e-02, PNorm = 62.4136, GNorm = 1.3416, lr_0 = 5.5484e-04
Validation prc-auc = 0.021101
Epoch 308
Loss = 1.1210e-01, PNorm = 62.4659, GNorm = 2.9384, lr_0 = 5.5619e-04
Validation prc-auc = 0.021254
Epoch 309
Loss = 2.7792e-02, PNorm = 62.5132, GNorm = 0.8822, lr_0 = 5.5753e-04
Loss = 9.6346e-02, PNorm = 62.5615, GNorm = 2.1806, lr_0 = 5.5888e-04
Validation prc-auc = 0.026819
Epoch 310
Loss = 5.7448e-02, PNorm = 62.6093, GNorm = 1.0180, lr_0 = 5.6022e-04
Validation prc-auc = 0.023718
Epoch 311
Loss = 8.2488e-02, PNorm = 62.6432, GNorm = 1.1692, lr_0 = 5.6157e-04
Validation prc-auc = 0.028559
Epoch 312
Loss = 8.8833e-02, PNorm = 62.6813, GNorm = 0.8929, lr_0 = 5.6291e-04
Validation prc-auc = 0.023283
Epoch 313
Loss = 1.0555e-01, PNorm = 62.7270, GNorm = 2.9883, lr_0 = 5.6426e-04
Validation prc-auc = 0.020362
Epoch 314
Loss = 5.6258e-02, PNorm = 62.7581, GNorm = 0.8277, lr_0 = 5.6561e-04
Validation prc-auc = 0.020492
Epoch 315
Loss = 6.4486e-02, PNorm = 62.8009, GNorm = 1.1511, lr_0 = 5.6695e-04
Validation prc-auc = 0.021090
Epoch 316
Loss = 4.7485e-02, PNorm = 62.8384, GNorm = 2.0533, lr_0 = 5.6830e-04
Validation prc-auc = 0.024756
Epoch 317
Loss = 1.0934e-01, PNorm = 62.8762, GNorm = 3.0713, lr_0 = 5.6964e-04
Validation prc-auc = 0.025245
Epoch 318
Loss = 1.1481e-01, PNorm = 62.9321, GNorm = 0.4102, lr_0 = 5.7099e-04
Validation prc-auc = 0.025569
Epoch 319
Loss = 3.3109e-02, PNorm = 62.9968, GNorm = 0.7523, lr_0 = 5.7233e-04
Loss = 1.0442e-01, PNorm = 63.0561, GNorm = 1.7816, lr_0 = 5.7368e-04
Validation prc-auc = 0.025166
Epoch 320
Loss = 8.7375e-02, PNorm = 63.1101, GNorm = 1.3262, lr_0 = 5.7502e-04
Validation prc-auc = 0.030377
Epoch 321
Loss = 5.6667e-02, PNorm = 63.1625, GNorm = 1.1594, lr_0 = 5.7637e-04
Validation prc-auc = 0.029462
Epoch 322
Loss = 8.2664e-02, PNorm = 63.2101, GNorm = 2.2137, lr_0 = 5.7771e-04
Validation prc-auc = 0.023154
Epoch 323
Loss = 7.7658e-02, PNorm = 63.2626, GNorm = 2.7825, lr_0 = 5.7906e-04
Validation prc-auc = 0.026282
Epoch 324
Loss = 6.8652e-02, PNorm = 63.3164, GNorm = 1.5933, lr_0 = 5.8040e-04
Validation prc-auc = 0.024521
Epoch 325
Loss = 9.2563e-02, PNorm = 63.3727, GNorm = 2.0788, lr_0 = 5.8175e-04
Validation prc-auc = 0.024032
Epoch 326
Loss = 5.7805e-02, PNorm = 63.4311, GNorm = 1.4916, lr_0 = 5.8309e-04
Validation prc-auc = 0.029025
Epoch 327
Loss = 5.2684e-02, PNorm = 63.4861, GNorm = 1.3367, lr_0 = 5.8444e-04
Validation prc-auc = 0.034555
Epoch 328
Loss = 1.3365e-01, PNorm = 63.5298, GNorm = 3.0704, lr_0 = 5.8578e-04
Validation prc-auc = 0.027195
Epoch 329
Loss = 2.6930e-01, PNorm = 63.6053, GNorm = 3.3350, lr_0 = 5.8713e-04
Loss = 8.5057e-02, PNorm = 63.6759, GNorm = 0.5259, lr_0 = 5.8848e-04
Validation prc-auc = 0.025120
Epoch 330
Loss = 7.8381e-02, PNorm = 63.7340, GNorm = 2.1740, lr_0 = 5.8982e-04
Validation prc-auc = 0.021425
Epoch 331
Loss = 1.1254e-01, PNorm = 63.7758, GNorm = 1.1501, lr_0 = 5.9117e-04
Validation prc-auc = 0.022897
Epoch 332
Loss = 5.7166e-02, PNorm = 63.8218, GNorm = 1.0486, lr_0 = 5.9251e-04
Validation prc-auc = 0.026335
Epoch 333
Loss = 5.9635e-02, PNorm = 63.8643, GNorm = 2.0187, lr_0 = 5.9386e-04
Validation prc-auc = 0.031016
Epoch 334
Loss = 3.9003e-02, PNorm = 63.9048, GNorm = 0.5910, lr_0 = 5.9520e-04
Validation prc-auc = 0.028054
Epoch 335
Loss = 5.0671e-02, PNorm = 63.9533, GNorm = 0.7193, lr_0 = 5.9655e-04
Validation prc-auc = 0.024773
Epoch 336
Loss = 7.9796e-02, PNorm = 63.9920, GNorm = 2.3062, lr_0 = 5.9789e-04
Validation prc-auc = 0.028124
Epoch 337
Loss = 4.7753e-02, PNorm = 64.0158, GNorm = 0.5853, lr_0 = 5.9924e-04
Validation prc-auc = 0.032891
Epoch 338
Loss = 2.3939e-02, PNorm = 64.0585, GNorm = 0.6693, lr_0 = 6.0058e-04
Validation prc-auc = 0.027188
Epoch 339
Loss = 6.7235e-02, PNorm = 64.0925, GNorm = 1.4900, lr_0 = 6.0193e-04
Loss = 6.1037e-02, PNorm = 64.1311, GNorm = 1.1022, lr_0 = 6.0327e-04
Validation prc-auc = 0.026514
Epoch 340
Loss = 7.6758e-02, PNorm = 64.1798, GNorm = 1.3721, lr_0 = 6.0462e-04
Validation prc-auc = 0.034413
Epoch 341
Loss = 4.7082e-02, PNorm = 64.2286, GNorm = 0.5335, lr_0 = 6.0596e-04
Validation prc-auc = 0.031358
Epoch 342
Loss = 8.1139e-02, PNorm = 64.2722, GNorm = 3.6728, lr_0 = 6.0731e-04
Validation prc-auc = 0.035810
Epoch 343
Loss = 1.2589e-01, PNorm = 64.3118, GNorm = 2.5805, lr_0 = 6.0865e-04
Validation prc-auc = 0.026913
Epoch 344
Loss = 8.5026e-02, PNorm = 64.3673, GNorm = 0.9493, lr_0 = 6.1000e-04
Validation prc-auc = 0.018864
Epoch 345
Loss = 1.7729e-01, PNorm = 64.4299, GNorm = 2.3834, lr_0 = 6.1135e-04
Validation prc-auc = 0.044009
Epoch 346
Loss = 6.2942e-02, PNorm = 64.5034, GNorm = 1.3925, lr_0 = 6.1269e-04
Validation prc-auc = 0.020485
Epoch 347
Loss = 9.2092e-02, PNorm = 64.5644, GNorm = 0.7402, lr_0 = 6.1404e-04
Validation prc-auc = 0.021971
Epoch 348
Loss = 6.6188e-02, PNorm = 64.6153, GNorm = 1.0128, lr_0 = 6.1538e-04
Validation prc-auc = 0.036945
Epoch 349
Loss = 3.9968e-02, PNorm = 64.6754, GNorm = 0.9246, lr_0 = 6.1673e-04
Loss = 4.6978e-02, PNorm = 64.7364, GNorm = 1.8414, lr_0 = 6.1807e-04
Validation prc-auc = 0.023128
Epoch 350
Loss = 3.9355e-02, PNorm = 64.7833, GNorm = 2.3303, lr_0 = 6.1942e-04
Validation prc-auc = 0.019857
Epoch 351
Loss = 8.8304e-02, PNorm = 64.8128, GNorm = 0.7666, lr_0 = 6.2076e-04
Validation prc-auc = 0.033809
Epoch 352
Loss = 6.4061e-02, PNorm = 64.8653, GNorm = 0.6555, lr_0 = 6.2211e-04
Validation prc-auc = 0.031511
Epoch 353
Loss = 4.2876e-02, PNorm = 64.9270, GNorm = 2.8290, lr_0 = 6.2345e-04
Validation prc-auc = 0.022528
Epoch 354
Loss = 9.8443e-02, PNorm = 64.9783, GNorm = 3.5928, lr_0 = 6.2480e-04
Validation prc-auc = 0.023527
Epoch 355
Loss = 7.6179e-02, PNorm = 65.0461, GNorm = 0.8774, lr_0 = 6.2614e-04
Validation prc-auc = 0.026944
Epoch 356
Loss = 8.6823e-02, PNorm = 65.1099, GNorm = 1.2561, lr_0 = 6.2749e-04
Validation prc-auc = 0.034130
Epoch 357
Loss = 4.7687e-02, PNorm = 65.1756, GNorm = 1.3892, lr_0 = 6.2883e-04
Validation prc-auc = 0.038628
Epoch 358
Loss = 5.0419e-02, PNorm = 65.2313, GNorm = 0.8556, lr_0 = 6.3018e-04
Validation prc-auc = 0.035746
Epoch 359
Loss = 2.0460e-02, PNorm = 65.2985, GNorm = 0.9830, lr_0 = 6.3152e-04
Loss = 1.1748e-01, PNorm = 65.3682, GNorm = 1.1696, lr_0 = 6.3287e-04
Validation prc-auc = 0.029135
Epoch 360
Loss = 5.8150e-02, PNorm = 65.4480, GNorm = 1.7220, lr_0 = 6.3422e-04
Validation prc-auc = 0.031338
Epoch 361
Loss = 6.8396e-02, PNorm = 65.5081, GNorm = 1.3198, lr_0 = 6.3556e-04
Validation prc-auc = 0.031919
Epoch 362
Loss = 2.6545e-02, PNorm = 65.5676, GNorm = 0.7301, lr_0 = 6.3691e-04
Validation prc-auc = 0.022732
Epoch 363
Loss = 5.9529e-02, PNorm = 65.6089, GNorm = 2.7383, lr_0 = 6.3825e-04
Validation prc-auc = 0.022067
Epoch 364
Loss = 5.4667e-02, PNorm = 65.6513, GNorm = 0.3701, lr_0 = 6.3960e-04
Validation prc-auc = 0.018354
Epoch 365
Loss = 4.5374e-02, PNorm = 65.7077, GNorm = 2.5466, lr_0 = 6.4094e-04
Validation prc-auc = 0.020613
Epoch 366
Loss = 1.2908e-01, PNorm = 65.7576, GNorm = 0.9766, lr_0 = 6.4229e-04
Validation prc-auc = 0.036746
Epoch 367
Loss = 4.9301e-02, PNorm = 65.8048, GNorm = 1.3494, lr_0 = 6.4363e-04
Validation prc-auc = 0.037125
Epoch 368
Loss = 6.2904e-02, PNorm = 65.8486, GNorm = 2.1957, lr_0 = 6.4498e-04
Validation prc-auc = 0.042243
Epoch 369
Loss = 1.5486e-02, PNorm = 65.8988, GNorm = 0.4430, lr_0 = 6.4632e-04
Loss = 2.3933e-02, PNorm = 65.9472, GNorm = 0.4431, lr_0 = 6.4767e-04
Validation prc-auc = 0.038211
Epoch 370
Loss = 6.1274e-02, PNorm = 65.9862, GNorm = 1.0089, lr_0 = 6.4901e-04
Validation prc-auc = 0.039619
Epoch 371
Loss = 1.1065e-01, PNorm = 66.0233, GNorm = 0.5981, lr_0 = 6.5036e-04
Validation prc-auc = 0.037011
Epoch 372
Loss = 1.2328e-01, PNorm = 66.0799, GNorm = 0.6802, lr_0 = 6.5170e-04
Validation prc-auc = 0.025939
Epoch 373
Loss = 1.5217e-01, PNorm = 66.1257, GNorm = 1.8581, lr_0 = 6.5305e-04
Validation prc-auc = 0.038868
Epoch 374
Loss = 7.0361e-02, PNorm = 66.1781, GNorm = 1.0115, lr_0 = 6.5439e-04
Validation prc-auc = 0.044778
Epoch 375
Loss = 6.0630e-02, PNorm = 66.2566, GNorm = 1.1228, lr_0 = 6.5574e-04
Validation prc-auc = 0.040185
Epoch 376
Loss = 9.7085e-02, PNorm = 66.3287, GNorm = 3.2322, lr_0 = 6.5709e-04
Validation prc-auc = 0.027729
Epoch 377
Loss = 4.7573e-02, PNorm = 66.4000, GNorm = 0.9218, lr_0 = 6.5843e-04
Validation prc-auc = 0.029862
Epoch 378
Loss = 7.4502e-02, PNorm = 66.4576, GNorm = 1.9728, lr_0 = 6.5978e-04
Validation prc-auc = 0.028540
Epoch 379
Loss = 8.5127e-03, PNorm = 66.5205, GNorm = 0.1624, lr_0 = 6.6112e-04
Loss = 5.4246e-02, PNorm = 66.5838, GNorm = 1.3038, lr_0 = 6.6247e-04
Validation prc-auc = 0.027582
Epoch 380
Loss = 7.9512e-02, PNorm = 66.6303, GNorm = 1.7524, lr_0 = 6.6381e-04
Validation prc-auc = 0.023651
Epoch 381
Loss = 7.3188e-02, PNorm = 66.6677, GNorm = 0.9098, lr_0 = 6.6516e-04
Validation prc-auc = 0.026340
Epoch 382
Loss = 5.4451e-02, PNorm = 66.7141, GNorm = 0.8717, lr_0 = 6.6650e-04
Validation prc-auc = 0.028536
Epoch 383
Loss = 8.4777e-02, PNorm = 66.7672, GNorm = 0.9612, lr_0 = 6.6785e-04
Validation prc-auc = 0.025630
Epoch 384
Loss = 8.7285e-02, PNorm = 66.8215, GNorm = 1.3326, lr_0 = 6.6919e-04
Validation prc-auc = 0.021190
Epoch 385
Loss = 2.0980e-02, PNorm = 66.8717, GNorm = 1.4536, lr_0 = 6.7054e-04
Validation prc-auc = 0.026572
Epoch 386
Loss = 6.7421e-02, PNorm = 66.9238, GNorm = 0.5350, lr_0 = 6.7188e-04
Validation prc-auc = 0.049825
Epoch 387
Loss = 6.0801e-02, PNorm = 66.9691, GNorm = 1.3071, lr_0 = 6.7323e-04
Validation prc-auc = 0.038784
Epoch 388
Loss = 2.5441e-02, PNorm = 67.0269, GNorm = 0.7244, lr_0 = 6.7457e-04
Validation prc-auc = 0.018971
Epoch 389
Loss = 6.8267e-02, PNorm = 67.0915, GNorm = 1.7143, lr_0 = 6.7592e-04
Loss = 5.8554e-02, PNorm = 67.1494, GNorm = 0.4908, lr_0 = 6.7726e-04
Validation prc-auc = 0.035851
Epoch 390
Loss = 5.9578e-02, PNorm = 67.2031, GNorm = 0.9647, lr_0 = 6.7861e-04
Validation prc-auc = 0.038040
Epoch 391
Loss = 6.9151e-02, PNorm = 67.2680, GNorm = 1.1365, lr_0 = 6.7996e-04
Validation prc-auc = 0.027200
Epoch 392
Loss = 9.6244e-02, PNorm = 67.3200, GNorm = 3.0052, lr_0 = 6.8130e-04
Validation prc-auc = 0.025118
Epoch 393
Loss = 9.3708e-02, PNorm = 67.3925, GNorm = 2.2084, lr_0 = 6.8265e-04
Validation prc-auc = 0.025741
Epoch 394
Loss = 3.6257e-02, PNorm = 67.4896, GNorm = 0.3588, lr_0 = 6.8399e-04
Validation prc-auc = 0.042690
Epoch 395
Loss = 8.0584e-02, PNorm = 67.5583, GNorm = 1.1118, lr_0 = 6.8534e-04
Validation prc-auc = 0.042772
Epoch 396
Loss = 3.0419e-02, PNorm = 67.6091, GNorm = 1.2199, lr_0 = 6.8668e-04
Validation prc-auc = 0.044780
Epoch 397
Loss = 5.4605e-02, PNorm = 67.6520, GNorm = 0.5792, lr_0 = 6.8803e-04
Validation prc-auc = 0.038258
Epoch 398
Loss = 5.4956e-02, PNorm = 67.6951, GNorm = 1.7820, lr_0 = 6.8937e-04
Validation prc-auc = 0.028401
Epoch 399
Loss = 2.5428e-02, PNorm = 67.7434, GNorm = 0.7790, lr_0 = 6.9072e-04
Loss = 8.1465e-02, PNorm = 67.8064, GNorm = 0.3803, lr_0 = 6.9206e-04
Validation prc-auc = 0.048405
Epoch 400
Loss = 6.3315e-02, PNorm = 67.8660, GNorm = 1.1218, lr_0 = 6.9341e-04
Validation prc-auc = 0.051137
Epoch 401
Loss = 3.8571e-02, PNorm = 67.9243, GNorm = 1.5434, lr_0 = 6.9475e-04
Validation prc-auc = 0.044794
Epoch 402
Loss = 3.7236e-02, PNorm = 67.9841, GNorm = 0.4217, lr_0 = 6.9610e-04
Validation prc-auc = 0.032163
Epoch 403
Loss = 2.6246e-02, PNorm = 68.0404, GNorm = 0.8334, lr_0 = 6.9744e-04
Validation prc-auc = 0.039056
Epoch 404
Loss = 1.0258e-01, PNorm = 68.0801, GNorm = 2.1788, lr_0 = 6.9879e-04
Validation prc-auc = 0.050735
Epoch 405
Loss = 3.0792e-02, PNorm = 68.1445, GNorm = 0.5881, lr_0 = 7.0013e-04
Validation prc-auc = 0.042821
Epoch 406
Loss = 8.5863e-02, PNorm = 68.2048, GNorm = 1.7662, lr_0 = 7.0148e-04
Validation prc-auc = 0.038980
Epoch 407
Loss = 7.1358e-02, PNorm = 68.2670, GNorm = 0.1520, lr_0 = 7.0283e-04
Validation prc-auc = 0.040992
Epoch 408
Loss = 1.8356e-01, PNorm = 68.3240, GNorm = 1.9413, lr_0 = 7.0417e-04
Validation prc-auc = 0.043925
Epoch 409
Loss = 7.0218e-02, PNorm = 68.3951, GNorm = 1.7256, lr_0 = 7.0552e-04
Loss = 7.3081e-02, PNorm = 68.4871, GNorm = 2.5945, lr_0 = 7.0686e-04
Validation prc-auc = 0.041947
Epoch 410
Loss = 3.9417e-02, PNorm = 68.5650, GNorm = 0.6968, lr_0 = 7.0821e-04
Validation prc-auc = 0.036753
Epoch 411
Loss = 6.4277e-02, PNorm = 68.6222, GNorm = 1.3449, lr_0 = 7.0955e-04
Validation prc-auc = 0.038141
Epoch 412
Loss = 8.7689e-02, PNorm = 68.6736, GNorm = 2.9828, lr_0 = 7.1090e-04
Validation prc-auc = 0.032409
Epoch 413
Loss = 8.7647e-02, PNorm = 68.7479, GNorm = 1.4190, lr_0 = 7.1224e-04
Validation prc-auc = 0.037109
Epoch 414
Loss = 7.2515e-02, PNorm = 68.8320, GNorm = 1.5371, lr_0 = 7.1359e-04
Validation prc-auc = 0.036636
Epoch 415
Loss = 9.9722e-02, PNorm = 68.9113, GNorm = 2.3599, lr_0 = 7.1493e-04
Validation prc-auc = 0.047999
Epoch 416
Loss = 1.0552e-01, PNorm = 68.9786, GNorm = 3.7889, lr_0 = 7.1628e-04
Validation prc-auc = 0.050565
Epoch 417
Loss = 1.4295e-01, PNorm = 69.0544, GNorm = 2.4548, lr_0 = 7.1762e-04
Validation prc-auc = 0.045530
Epoch 418
Loss = 7.0843e-02, PNorm = 69.1348, GNorm = 2.5715, lr_0 = 7.1897e-04
Validation prc-auc = 0.042076
Epoch 419
Loss = 7.4518e-02, PNorm = 69.2199, GNorm = 1.3881, lr_0 = 7.2031e-04
Loss = 8.9236e-02, PNorm = 69.2940, GNorm = 1.9037, lr_0 = 7.2166e-04
Validation prc-auc = 0.025714
Epoch 420
Loss = 8.7540e-02, PNorm = 69.3594, GNorm = 0.5698, lr_0 = 7.2300e-04
Validation prc-auc = 0.051746
Epoch 421
Loss = 4.5226e-02, PNorm = 69.4385, GNorm = 0.5957, lr_0 = 7.2435e-04
Validation prc-auc = 0.055339
Epoch 422
Loss = 3.2078e-02, PNorm = 69.5082, GNorm = 0.1304, lr_0 = 7.2570e-04
Validation prc-auc = 0.050601
Epoch 423
Loss = 3.7512e-02, PNorm = 69.5601, GNorm = 0.8369, lr_0 = 7.2704e-04
Validation prc-auc = 0.030462
Epoch 424
Loss = 9.6766e-02, PNorm = 69.6167, GNorm = 2.0298, lr_0 = 7.2839e-04
Validation prc-auc = 0.031986
Epoch 425
Loss = 6.9360e-02, PNorm = 69.6866, GNorm = 1.4438, lr_0 = 7.2973e-04
Validation prc-auc = 0.041977
Epoch 426
Loss = 8.9622e-02, PNorm = 69.7592, GNorm = 1.7379, lr_0 = 7.3108e-04
Validation prc-auc = 0.053923
Epoch 427
Loss = 9.2055e-02, PNorm = 69.8407, GNorm = 0.7512, lr_0 = 7.3242e-04
Validation prc-auc = 0.049798
Epoch 428
Loss = 1.0046e-01, PNorm = 69.9255, GNorm = 1.3951, lr_0 = 7.3377e-04
Validation prc-auc = 0.042547
Epoch 429
Loss = 1.3964e-02, PNorm = 70.0082, GNorm = 0.5103, lr_0 = 7.3511e-04
Loss = 4.5784e-02, PNorm = 70.0693, GNorm = 1.3955, lr_0 = 7.3646e-04
Validation prc-auc = 0.043911
Epoch 430
Loss = 5.9198e-02, PNorm = 70.1171, GNorm = 2.5261, lr_0 = 7.3780e-04
Validation prc-auc = 0.039842
Epoch 431
Loss = 5.8074e-02, PNorm = 70.1711, GNorm = 1.4982, lr_0 = 7.3915e-04
Validation prc-auc = 0.041948
Epoch 432
Loss = 6.7036e-02, PNorm = 70.2397, GNorm = 1.6035, lr_0 = 7.4049e-04
Validation prc-auc = 0.035501
Epoch 433
Loss = 1.1068e-01, PNorm = 70.3127, GNorm = 1.8991, lr_0 = 7.4184e-04
Validation prc-auc = 0.040237
Epoch 434
Loss = 1.5362e-01, PNorm = 70.4130, GNorm = 2.8130, lr_0 = 7.4318e-04
Validation prc-auc = 0.053648
Epoch 435
Loss = 8.1628e-02, PNorm = 70.5253, GNorm = 1.0605, lr_0 = 7.4453e-04
Validation prc-auc = 0.065047
Epoch 436
Loss = 8.0604e-02, PNorm = 70.6260, GNorm = 1.3971, lr_0 = 7.4587e-04
Validation prc-auc = 0.059384
Epoch 437
Loss = 5.6015e-02, PNorm = 70.7137, GNorm = 1.2538, lr_0 = 7.4722e-04
Validation prc-auc = 0.055581
Epoch 438
Loss = 9.9385e-02, PNorm = 70.7747, GNorm = 0.0664, lr_0 = 7.4857e-04
Validation prc-auc = 0.053661
Epoch 439
Loss = 1.4379e-02, PNorm = 70.8125, GNorm = 0.4159, lr_0 = 7.4991e-04
Loss = 8.3507e-02, PNorm = 70.8400, GNorm = 1.8109, lr_0 = 7.5126e-04
Validation prc-auc = 0.053814
Epoch 440
Loss = 6.1637e-02, PNorm = 70.9042, GNorm = 0.1595, lr_0 = 7.5260e-04
Validation prc-auc = 0.042271
Epoch 441
Loss = 6.4381e-02, PNorm = 70.9850, GNorm = 0.7220, lr_0 = 7.5395e-04
Validation prc-auc = 0.030079
Epoch 442
Loss = 3.2276e-02, PNorm = 71.0575, GNorm = 0.7681, lr_0 = 7.5529e-04
Validation prc-auc = 0.038577
Epoch 443
Loss = 4.0095e-02, PNorm = 71.1195, GNorm = 0.5603, lr_0 = 7.5664e-04
Validation prc-auc = 0.030593
Epoch 444
Loss = 4.8094e-02, PNorm = 71.1752, GNorm = 1.3155, lr_0 = 7.5798e-04
Validation prc-auc = 0.032000
Epoch 445
Loss = 3.1701e-02, PNorm = 71.2205, GNorm = 1.0403, lr_0 = 7.5933e-04
Validation prc-auc = 0.041945
Epoch 446
Loss = 2.5184e-02, PNorm = 71.2755, GNorm = 0.8333, lr_0 = 7.6067e-04
Validation prc-auc = 0.034783
Epoch 447
Loss = 6.0140e-02, PNorm = 71.3436, GNorm = 1.3405, lr_0 = 7.6202e-04
Validation prc-auc = 0.035193
Epoch 448
Loss = 7.4042e-02, PNorm = 71.4007, GNorm = 1.3096, lr_0 = 7.6336e-04
Validation prc-auc = 0.028578
Epoch 449
Loss = 1.5835e-01, PNorm = 71.4626, GNorm = 2.4842, lr_0 = 7.6471e-04
Loss = 5.9632e-02, PNorm = 71.5202, GNorm = 2.2874, lr_0 = 7.6605e-04
Validation prc-auc = 0.046806
Epoch 450
Loss = 2.9210e-02, PNorm = 71.5833, GNorm = 1.5482, lr_0 = 7.6740e-04
Validation prc-auc = 0.024020
Epoch 451
Loss = 6.1752e-02, PNorm = 71.6782, GNorm = 1.1478, lr_0 = 7.6874e-04
Validation prc-auc = 0.026419
Epoch 452
Loss = 5.5897e-02, PNorm = 71.7724, GNorm = 0.3362, lr_0 = 7.7009e-04
Validation prc-auc = 0.024363
Epoch 453
Loss = 3.3942e-02, PNorm = 71.8254, GNorm = 1.0267, lr_0 = 7.7143e-04
Validation prc-auc = 0.028877
Epoch 454
Loss = 7.9191e-02, PNorm = 71.8702, GNorm = 0.9542, lr_0 = 7.7278e-04
Validation prc-auc = 0.036554
Epoch 455
Loss = 3.4791e-02, PNorm = 71.9342, GNorm = 1.1751, lr_0 = 7.7413e-04
Validation prc-auc = 0.035691
Epoch 456
Loss = 3.4356e-02, PNorm = 71.9957, GNorm = 1.1047, lr_0 = 7.7547e-04
Validation prc-auc = 0.046556
Epoch 457
Loss = 2.8124e-02, PNorm = 72.0451, GNorm = 0.8957, lr_0 = 7.7682e-04
Validation prc-auc = 0.034978
Epoch 458
Loss = 1.2926e-01, PNorm = 72.1154, GNorm = 3.1738, lr_0 = 7.7816e-04
Validation prc-auc = 0.058289
Epoch 459
Loss = 1.8892e-02, PNorm = 72.2182, GNorm = 0.7153, lr_0 = 7.7951e-04
Loss = 6.3076e-02, PNorm = 72.3008, GNorm = 1.5562, lr_0 = 7.8085e-04
Validation prc-auc = 0.048649
Epoch 460
Loss = 5.8863e-02, PNorm = 72.3607, GNorm = 0.2409, lr_0 = 7.8220e-04
Validation prc-auc = 0.050756
Epoch 461
Loss = 3.9594e-02, PNorm = 72.4305, GNorm = 2.5086, lr_0 = 7.8354e-04
Validation prc-auc = 0.037855
Epoch 462
Loss = 1.0961e-01, PNorm = 72.4836, GNorm = 1.3972, lr_0 = 7.8489e-04
Validation prc-auc = 0.035553
Epoch 463
Loss = 5.1346e-02, PNorm = 72.5661, GNorm = 1.1975, lr_0 = 7.8623e-04
Validation prc-auc = 0.041608
Epoch 464
Loss = 6.9953e-02, PNorm = 72.6521, GNorm = 2.4255, lr_0 = 7.8758e-04
Validation prc-auc = 0.033196
Epoch 465
Loss = 6.6799e-02, PNorm = 72.7342, GNorm = 0.9972, lr_0 = 7.8892e-04
Validation prc-auc = 0.038975
Epoch 466
Loss = 8.1851e-02, PNorm = 72.8415, GNorm = 3.4594, lr_0 = 7.9027e-04
Validation prc-auc = 0.035564
Epoch 467
Loss = 8.4630e-02, PNorm = 72.9468, GNorm = 2.0901, lr_0 = 7.9161e-04
Validation prc-auc = 0.037731
Epoch 468
Loss = 2.6728e-02, PNorm = 73.0375, GNorm = 0.2626, lr_0 = 7.9296e-04
Validation prc-auc = 0.030815
Epoch 469
Loss = 1.8177e-02, PNorm = 73.1248, GNorm = 0.5662, lr_0 = 7.9430e-04
Loss = 7.2114e-02, PNorm = 73.2074, GNorm = 0.8037, lr_0 = 7.9565e-04
Validation prc-auc = 0.052851
Epoch 470
Loss = 6.5799e-02, PNorm = 73.2946, GNorm = 0.5894, lr_0 = 7.9700e-04
Validation prc-auc = 0.051752
Epoch 471
Loss = 6.2987e-02, PNorm = 73.3866, GNorm = 0.4957, lr_0 = 7.9834e-04
Validation prc-auc = 0.040598
Epoch 472
Loss = 1.1749e-01, PNorm = 73.4610, GNorm = 0.7615, lr_0 = 7.9969e-04
Validation prc-auc = 0.040971
Epoch 473
Loss = 4.3545e-02, PNorm = 73.5489, GNorm = 1.3433, lr_0 = 8.0103e-04
Validation prc-auc = 0.026863
Epoch 474
Loss = 5.8433e-02, PNorm = 73.6310, GNorm = 1.0693, lr_0 = 8.0238e-04
Validation prc-auc = 0.030635
Epoch 475
Loss = 4.2863e-02, PNorm = 73.7126, GNorm = 0.3785, lr_0 = 8.0372e-04
Validation prc-auc = 0.039657
Epoch 476
Loss = 3.7258e-02, PNorm = 73.7967, GNorm = 1.3805, lr_0 = 8.0507e-04
Validation prc-auc = 0.033926
Epoch 477
Loss = 5.1330e-02, PNorm = 73.8838, GNorm = 1.8933, lr_0 = 8.0641e-04
Validation prc-auc = 0.027546
Epoch 478
Loss = 1.2088e-01, PNorm = 73.9929, GNorm = 1.0924, lr_0 = 8.0776e-04
Validation prc-auc = 0.026711
Epoch 479
Loss = 9.8963e-02, PNorm = 74.1065, GNorm = 1.7857, lr_0 = 8.0910e-04
Loss = 1.0741e-01, PNorm = 74.1928, GNorm = 1.0947, lr_0 = 8.1045e-04
Validation prc-auc = 0.026285
Epoch 480
Loss = 7.7015e-02, PNorm = 74.2985, GNorm = 0.9911, lr_0 = 8.1179e-04
Validation prc-auc = 0.018618
Epoch 481
Loss = 6.3195e-02, PNorm = 74.4138, GNorm = 0.5880, lr_0 = 8.1314e-04
Validation prc-auc = 0.022764
Epoch 482
Loss = 5.0565e-02, PNorm = 74.5082, GNorm = 1.2174, lr_0 = 8.1448e-04
Validation prc-auc = 0.027297
Epoch 483
Loss = 3.7818e-02, PNorm = 74.6022, GNorm = 0.4819, lr_0 = 8.1583e-04
Validation prc-auc = 0.023111
Epoch 484
Loss = 8.3657e-02, PNorm = 74.6564, GNorm = 0.8837, lr_0 = 8.1717e-04
Validation prc-auc = 0.018180
Epoch 485
Loss = 3.2405e-02, PNorm = 74.7277, GNorm = 0.4799, lr_0 = 8.1852e-04
Validation prc-auc = 0.025619
Epoch 486
Loss = 7.0456e-02, PNorm = 74.7920, GNorm = 1.3215, lr_0 = 8.1987e-04
Validation prc-auc = 0.056645
Epoch 487
Loss = 7.8979e-02, PNorm = 74.8941, GNorm = 0.9893, lr_0 = 8.2121e-04
Validation prc-auc = 0.044703
Epoch 488
Loss = 2.2427e-01, PNorm = 74.9846, GNorm = 1.5792, lr_0 = 8.2256e-04
Validation prc-auc = 0.030456
Epoch 489
Loss = 6.7666e-02, PNorm = 75.0691, GNorm = 1.2357, lr_0 = 8.2390e-04
Loss = 6.0037e-02, PNorm = 75.1818, GNorm = 0.2614, lr_0 = 8.2525e-04
Validation prc-auc = 0.027240
Epoch 490
Loss = 2.7375e-02, PNorm = 75.2732, GNorm = 0.4929, lr_0 = 8.2659e-04
Validation prc-auc = 0.022113
Epoch 491
Loss = 3.1487e-02, PNorm = 75.3313, GNorm = 0.5916, lr_0 = 8.2794e-04
Validation prc-auc = 0.024600
Epoch 492
Loss = 4.5395e-02, PNorm = 75.3932, GNorm = 2.4342, lr_0 = 8.2928e-04
Validation prc-auc = 0.021376
Epoch 493
Loss = 6.1036e-02, PNorm = 75.4766, GNorm = 0.1486, lr_0 = 8.3063e-04
Validation prc-auc = 0.028717
Epoch 494
Loss = 5.8592e-02, PNorm = 75.5450, GNorm = 0.4753, lr_0 = 8.3197e-04
Validation prc-auc = 0.040946
Epoch 495
Loss = 7.7499e-02, PNorm = 75.6479, GNorm = 3.3434, lr_0 = 8.3332e-04
Validation prc-auc = 0.047060
Epoch 496
Loss = 3.3573e-02, PNorm = 75.7515, GNorm = 0.8106, lr_0 = 8.3466e-04
Validation prc-auc = 0.054715
Epoch 497
Loss = 5.2778e-02, PNorm = 75.8332, GNorm = 1.3342, lr_0 = 8.3601e-04
Validation prc-auc = 0.040512
Epoch 498
Loss = 4.1039e-02, PNorm = 75.9052, GNorm = 1.5474, lr_0 = 8.3735e-04
Validation prc-auc = 0.039117
Epoch 499
Loss = 4.0617e-02, PNorm = 75.9733, GNorm = 1.0664, lr_0 = 8.3870e-04
Loss = 5.8555e-02, PNorm = 76.0670, GNorm = 0.1790, lr_0 = 8.4004e-04
Validation prc-auc = 0.037951
Epoch 500
Loss = 7.6082e-02, PNorm = 76.1555, GNorm = 1.7333, lr_0 = 8.4139e-04
Validation prc-auc = 0.039336
Epoch 501
Loss = 3.6432e-02, PNorm = 76.2445, GNorm = 0.7575, lr_0 = 8.4274e-04
Validation prc-auc = 0.034934
Epoch 502
Loss = 9.0361e-02, PNorm = 76.3082, GNorm = 2.1653, lr_0 = 8.4408e-04
Validation prc-auc = 0.034862
Epoch 503
Loss = 6.0984e-02, PNorm = 76.3871, GNorm = 1.9031, lr_0 = 8.4543e-04
Validation prc-auc = 0.044870
Epoch 504
Loss = 7.4258e-02, PNorm = 76.4840, GNorm = 1.9285, lr_0 = 8.4677e-04
Validation prc-auc = 0.037691
Epoch 505
Loss = 1.8941e-02, PNorm = 76.5875, GNorm = 0.5214, lr_0 = 8.4812e-04
Validation prc-auc = 0.031454
Epoch 506
Loss = 1.1172e-01, PNorm = 76.6628, GNorm = 1.4416, lr_0 = 8.4946e-04
Validation prc-auc = 0.028902
Epoch 507
Loss = 6.3400e-02, PNorm = 76.7542, GNorm = 2.0235, lr_0 = 8.5081e-04
Validation prc-auc = 0.028906
Epoch 508
Loss = 2.3151e-02, PNorm = 76.8608, GNorm = 0.4520, lr_0 = 8.5215e-04
Validation prc-auc = 0.044517
Epoch 509
Loss = 2.3472e-02, PNorm = 76.9452, GNorm = 0.8362, lr_0 = 8.5350e-04
Loss = 5.6168e-02, PNorm = 77.0317, GNorm = 2.2760, lr_0 = 8.5484e-04
Validation prc-auc = 0.037100
Epoch 510
Loss = 5.0544e-02, PNorm = 77.1307, GNorm = 1.2403, lr_0 = 8.5619e-04
Validation prc-auc = 0.033664
Epoch 511
Loss = 5.4340e-02, PNorm = 77.2479, GNorm = 1.3489, lr_0 = 8.5753e-04
Validation prc-auc = 0.036548
Epoch 512
Loss = 9.3373e-02, PNorm = 77.3802, GNorm = 0.4625, lr_0 = 8.5888e-04
Validation prc-auc = 0.026524
Epoch 513
Loss = 1.0156e-01, PNorm = 77.5166, GNorm = 1.4289, lr_0 = 8.6022e-04
Validation prc-auc = 0.042836
Epoch 514
Loss = 5.3408e-02, PNorm = 77.6735, GNorm = 2.1585, lr_0 = 8.6157e-04
Validation prc-auc = 0.042739
Epoch 515
Loss = 4.7058e-02, PNorm = 77.7986, GNorm = 0.4950, lr_0 = 8.6291e-04
Validation prc-auc = 0.027041
Epoch 516
Loss = 5.7733e-02, PNorm = 77.8966, GNorm = 0.7090, lr_0 = 8.6426e-04
Validation prc-auc = 0.035404
Epoch 517
Loss = 5.2175e-02, PNorm = 77.9763, GNorm = 0.8081, lr_0 = 8.6561e-04
Validation prc-auc = 0.035857
Epoch 518
Loss = 4.6384e-02, PNorm = 78.0492, GNorm = 0.2993, lr_0 = 8.6695e-04
Validation prc-auc = 0.029613
Epoch 519
Loss = 2.9191e-02, PNorm = 78.1291, GNorm = 1.1838, lr_0 = 8.6830e-04
Loss = 6.5023e-02, PNorm = 78.1935, GNorm = 2.6113, lr_0 = 8.6964e-04
Validation prc-auc = 0.031514
Epoch 520
Loss = 3.7563e-02, PNorm = 78.2701, GNorm = 0.3301, lr_0 = 8.7099e-04
Validation prc-auc = 0.036992
Epoch 521
Loss = 2.9312e-02, PNorm = 78.3489, GNorm = 0.4929, lr_0 = 8.7233e-04
Validation prc-auc = 0.046555
Epoch 522
Loss = 6.6339e-02, PNorm = 78.4131, GNorm = 2.8443, lr_0 = 8.7368e-04
Validation prc-auc = 0.030967
Epoch 523
Loss = 4.3728e-02, PNorm = 78.5109, GNorm = 0.4693, lr_0 = 8.7502e-04
Validation prc-auc = 0.023348
Epoch 524
Loss = 7.1661e-02, PNorm = 78.6045, GNorm = 1.8961, lr_0 = 8.7637e-04
Validation prc-auc = 0.032127
Epoch 525
Loss = 6.5585e-02, PNorm = 78.6874, GNorm = 1.8706, lr_0 = 8.7771e-04
Validation prc-auc = 0.044175
Epoch 526
Loss = 2.7245e-02, PNorm = 78.7888, GNorm = 1.2606, lr_0 = 8.7906e-04
Validation prc-auc = 0.050329
Epoch 527
Loss = 7.6603e-02, PNorm = 78.8628, GNorm = 0.4213, lr_0 = 8.8040e-04
Validation prc-auc = 0.056092
Epoch 528
Loss = 7.5216e-02, PNorm = 78.9316, GNorm = 1.2529, lr_0 = 8.8175e-04
Validation prc-auc = 0.047080
Epoch 529
Loss = 5.1288e-02, PNorm = 79.0158, GNorm = 1.7433, lr_0 = 8.8309e-04
Loss = 7.0518e-02, PNorm = 79.1026, GNorm = 0.5574, lr_0 = 8.8444e-04
Validation prc-auc = 0.048070
Epoch 530
Loss = 6.8895e-02, PNorm = 79.2073, GNorm = 2.0387, lr_0 = 8.8578e-04
Validation prc-auc = 0.043157
Epoch 531
Loss = 6.3068e-02, PNorm = 79.3188, GNorm = 1.2816, lr_0 = 8.8713e-04
Validation prc-auc = 0.028655
Epoch 532
Loss = 2.8039e-02, PNorm = 79.4207, GNorm = 0.3590, lr_0 = 8.8848e-04
Validation prc-auc = 0.035159
Epoch 533
Loss = 4.7492e-02, PNorm = 79.4791, GNorm = 0.7258, lr_0 = 8.8982e-04
Validation prc-auc = 0.046304
Epoch 534
Loss = 6.3338e-02, PNorm = 79.5386, GNorm = 1.4319, lr_0 = 8.9117e-04
Validation prc-auc = 0.040633
Epoch 535
Loss = 6.1874e-02, PNorm = 79.5965, GNorm = 1.2063, lr_0 = 8.9251e-04
Validation prc-auc = 0.047581
Epoch 536
Loss = 2.1605e-02, PNorm = 79.6574, GNorm = 0.7953, lr_0 = 8.9386e-04
Validation prc-auc = 0.048947
Epoch 537
Loss = 4.9680e-02, PNorm = 79.7172, GNorm = 0.3397, lr_0 = 8.9520e-04
Validation prc-auc = 0.038454
Epoch 538
Loss = 2.9783e-02, PNorm = 79.7835, GNorm = 0.6494, lr_0 = 8.9655e-04
Validation prc-auc = 0.029527
Epoch 539
Loss = 1.1719e-02, PNorm = 79.8569, GNorm = 0.3134, lr_0 = 8.9789e-04
Loss = 6.0090e-02, PNorm = 79.9403, GNorm = 1.2059, lr_0 = 8.9924e-04
Validation prc-auc = 0.032342
Epoch 540
Loss = 4.0654e-02, PNorm = 80.0119, GNorm = 1.8483, lr_0 = 9.0058e-04
Validation prc-auc = 0.030941
Epoch 541
Loss = 4.6274e-02, PNorm = 80.0799, GNorm = 3.1693, lr_0 = 9.0193e-04
Validation prc-auc = 0.037561
Epoch 542
Loss = 3.9256e-02, PNorm = 80.1494, GNorm = 1.4685, lr_0 = 9.0327e-04
Validation prc-auc = 0.046223
Epoch 543
Loss = 4.4387e-02, PNorm = 80.2372, GNorm = 1.1074, lr_0 = 9.0462e-04
Validation prc-auc = 0.054515
Epoch 544
Loss = 3.8792e-02, PNorm = 80.3340, GNorm = 0.2498, lr_0 = 9.0596e-04
Validation prc-auc = 0.057670
Epoch 545
Loss = 2.7506e-02, PNorm = 80.4222, GNorm = 1.1874, lr_0 = 9.0731e-04
Validation prc-auc = 0.064918
Epoch 546
Loss = 1.0068e-02, PNorm = 80.5319, GNorm = 0.4420, lr_0 = 9.0865e-04
Validation prc-auc = 0.061625
Epoch 547
Loss = 3.5439e-02, PNorm = 80.6267, GNorm = 0.9042, lr_0 = 9.1000e-04
Validation prc-auc = 0.042501
Epoch 548
Loss = 5.4159e-02, PNorm = 80.7100, GNorm = 1.5742, lr_0 = 9.1135e-04
Validation prc-auc = 0.047977
Epoch 549
Loss = 1.8844e-02, PNorm = 80.8159, GNorm = 0.9851, lr_0 = 9.1269e-04
Loss = 3.3714e-02, PNorm = 80.9056, GNorm = 0.4927, lr_0 = 9.1404e-04
Validation prc-auc = 0.054034
Epoch 550
Loss = 4.5727e-02, PNorm = 80.9852, GNorm = 1.4725, lr_0 = 9.1538e-04
Validation prc-auc = 0.047546
Epoch 551
Loss = 3.8060e-02, PNorm = 81.0805, GNorm = 1.4957, lr_0 = 9.1673e-04
Validation prc-auc = 0.043542
Epoch 552
Loss = 6.0698e-02, PNorm = 81.2059, GNorm = 2.0503, lr_0 = 9.1807e-04
Validation prc-auc = 0.040993
Epoch 553
Loss = 8.2770e-02, PNorm = 81.3407, GNorm = 2.0885, lr_0 = 9.1942e-04
Validation prc-auc = 0.058012
Epoch 554
Loss = 2.7965e-02, PNorm = 81.4839, GNorm = 0.4522, lr_0 = 9.2076e-04
Validation prc-auc = 0.040816
Epoch 555
Loss = 4.4829e-02, PNorm = 81.6020, GNorm = 0.4614, lr_0 = 9.2211e-04
Validation prc-auc = 0.034065
Epoch 556
Loss = 4.5942e-02, PNorm = 81.6705, GNorm = 0.3323, lr_0 = 9.2345e-04
Validation prc-auc = 0.020476
Epoch 557
Loss = 1.3986e-01, PNorm = 81.7483, GNorm = 2.2379, lr_0 = 9.2480e-04
Validation prc-auc = 0.025300
Epoch 558
Loss = 5.2801e-02, PNorm = 81.8787, GNorm = 1.9318, lr_0 = 9.2614e-04
Validation prc-auc = 0.031533
Epoch 559
Loss = 4.2355e-02, PNorm = 82.0175, GNorm = 1.0323, lr_0 = 9.2749e-04
Loss = 5.7804e-02, PNorm = 82.1568, GNorm = 1.9420, lr_0 = 9.2883e-04
Validation prc-auc = 0.024628
Epoch 560
Loss = 5.3561e-02, PNorm = 82.2830, GNorm = 0.0925, lr_0 = 9.3018e-04
Validation prc-auc = 0.019351
Epoch 561
Loss = 2.7900e-02, PNorm = 82.3842, GNorm = 0.4373, lr_0 = 9.3152e-04
Validation prc-auc = 0.030599
Epoch 562
Loss = 4.4016e-02, PNorm = 82.4641, GNorm = 1.8287, lr_0 = 9.3287e-04
Validation prc-auc = 0.045153
Epoch 563
Loss = 9.0479e-02, PNorm = 82.5301, GNorm = 2.2649, lr_0 = 9.3422e-04
Validation prc-auc = 0.029680
Epoch 564
Loss = 5.6169e-02, PNorm = 82.6212, GNorm = 0.2260, lr_0 = 9.3556e-04
Validation prc-auc = 0.034775
Epoch 565
Loss = 6.1684e-02, PNorm = 82.7146, GNorm = 0.6192, lr_0 = 9.3691e-04
Validation prc-auc = 0.031318
Epoch 566
Loss = 1.1757e-02, PNorm = 82.8175, GNorm = 0.0705, lr_0 = 9.3825e-04
Validation prc-auc = 0.032182
Epoch 567
Loss = 2.0478e-01, PNorm = 82.9132, GNorm = 0.3060, lr_0 = 9.3960e-04
Validation prc-auc = 0.052417
Epoch 568
Loss = 7.6689e-02, PNorm = 83.0492, GNorm = 1.7809, lr_0 = 9.4094e-04
Validation prc-auc = 0.033424
Epoch 569
Loss = 7.6725e-02, PNorm = 83.1920, GNorm = 1.6463, lr_0 = 9.4229e-04
Loss = 4.2925e-02, PNorm = 83.3396, GNorm = 2.6106, lr_0 = 9.4363e-04
Validation prc-auc = 0.023479
Epoch 570
Loss = 7.9565e-02, PNorm = 83.4876, GNorm = 2.8100, lr_0 = 9.4498e-04
Validation prc-auc = 0.021504
Epoch 571
Loss = 4.5137e-02, PNorm = 83.6651, GNorm = 1.1119, lr_0 = 9.4632e-04
Validation prc-auc = 0.032366
Epoch 572
Loss = 8.2696e-02, PNorm = 83.8166, GNorm = 0.8005, lr_0 = 9.4767e-04
Validation prc-auc = 0.029877
Epoch 573
Loss = 5.9240e-02, PNorm = 83.9536, GNorm = 1.1775, lr_0 = 9.4901e-04
Validation prc-auc = 0.029664
Epoch 574
Loss = 6.5915e-02, PNorm = 84.0645, GNorm = 0.8725, lr_0 = 9.5036e-04
Validation prc-auc = 0.030863
Epoch 575
Loss = 4.7789e-02, PNorm = 84.1664, GNorm = 0.6802, lr_0 = 9.5170e-04
Validation prc-auc = 0.037894
Epoch 576
Loss = 9.7477e-02, PNorm = 84.2900, GNorm = 2.4342, lr_0 = 9.5305e-04
Validation prc-auc = 0.035673
Epoch 577
Loss = 1.0314e-02, PNorm = 84.4400, GNorm = 1.3421, lr_0 = 9.5439e-04
Validation prc-auc = 0.022996
Epoch 578
Loss = 8.2866e-02, PNorm = 84.5556, GNorm = 1.3790, lr_0 = 9.5574e-04
Validation prc-auc = 0.028853
Epoch 579
Loss = 7.7106e-02, PNorm = 84.6695, GNorm = 1.7684, lr_0 = 9.5709e-04
Loss = 5.0784e-02, PNorm = 84.7770, GNorm = 0.4490, lr_0 = 9.5843e-04
Validation prc-auc = 0.030591
Epoch 580
Loss = 1.0934e-01, PNorm = 84.8724, GNorm = 0.9298, lr_0 = 9.5978e-04
Validation prc-auc = 0.039146
Epoch 581
Loss = 4.2013e-02, PNorm = 84.9844, GNorm = 1.9180, lr_0 = 9.6112e-04
Validation prc-auc = 0.050370
Epoch 582
Loss = 5.6211e-02, PNorm = 85.0770, GNorm = 2.1448, lr_0 = 9.6247e-04
Validation prc-auc = 0.044307
Epoch 583
Loss = 4.3071e-02, PNorm = 85.1590, GNorm = 0.5901, lr_0 = 9.6381e-04
Validation prc-auc = 0.039123
Epoch 584
Loss = 9.8308e-02, PNorm = 85.2743, GNorm = 1.1697, lr_0 = 9.6516e-04
Validation prc-auc = 0.053771
Epoch 585
Loss = 4.2386e-02, PNorm = 85.4349, GNorm = 0.6113, lr_0 = 9.6650e-04
Validation prc-auc = 0.047951
Epoch 586
Loss = 1.5813e-02, PNorm = 85.5619, GNorm = 0.6090, lr_0 = 9.6785e-04
Validation prc-auc = 0.037058
Epoch 587
Loss = 3.9777e-02, PNorm = 85.6593, GNorm = 0.8681, lr_0 = 9.6919e-04
Validation prc-auc = 0.030793
Epoch 588
Loss = 5.1180e-02, PNorm = 85.7606, GNorm = 1.1878, lr_0 = 9.7054e-04
Validation prc-auc = 0.032608
Epoch 589
Loss = 4.6324e-02, PNorm = 85.8610, GNorm = 1.4217, lr_0 = 9.7188e-04
Loss = 9.1981e-02, PNorm = 85.9938, GNorm = 2.1433, lr_0 = 9.7323e-04
Validation prc-auc = 0.027142
Epoch 590
Loss = 8.3367e-02, PNorm = 86.1415, GNorm = 0.7604, lr_0 = 9.7457e-04
Validation prc-auc = 0.016532
Epoch 591
Loss = 8.6188e-02, PNorm = 86.2940, GNorm = 1.0773, lr_0 = 9.7592e-04
Validation prc-auc = 0.023960
Epoch 592
Loss = 7.7495e-02, PNorm = 86.4320, GNorm = 0.3877, lr_0 = 9.7726e-04
Validation prc-auc = 0.062366
Epoch 593
Loss = 4.4200e-02, PNorm = 86.5733, GNorm = 0.2190, lr_0 = 9.7861e-04
Validation prc-auc = 0.036143
Epoch 594
Loss = 7.1575e-02, PNorm = 86.7056, GNorm = 1.8633, lr_0 = 9.7996e-04
Validation prc-auc = 0.037749
Epoch 595
Loss = 6.1112e-02, PNorm = 86.8387, GNorm = 0.9195, lr_0 = 9.8130e-04
Validation prc-auc = 0.036971
Epoch 596
Loss = 1.4484e-01, PNorm = 86.9548, GNorm = 1.2127, lr_0 = 9.8265e-04
Validation prc-auc = 0.044279
Epoch 597
Loss = 5.0418e-02, PNorm = 87.0949, GNorm = 1.3416, lr_0 = 9.8399e-04
Validation prc-auc = 0.043002
Epoch 598
Loss = 4.3184e-02, PNorm = 87.2079, GNorm = 0.9743, lr_0 = 9.8534e-04
Validation prc-auc = 0.041268
Epoch 599
Loss = 2.2702e-02, PNorm = 87.3132, GNorm = 0.7097, lr_0 = 9.8668e-04
Loss = 4.4898e-02, PNorm = 87.3870, GNorm = 1.3089, lr_0 = 9.8803e-04
Validation prc-auc = 0.052993
Epoch 600
Loss = 3.1120e-02, PNorm = 87.4745, GNorm = 0.8753, lr_0 = 9.8937e-04
Validation prc-auc = 0.037307
Epoch 601
Loss = 6.1377e-02, PNorm = 87.5744, GNorm = 1.4789, lr_0 = 9.9072e-04
Validation prc-auc = 0.058367
Epoch 602
Loss = 4.8545e-02, PNorm = 87.6677, GNorm = 2.1845, lr_0 = 9.9206e-04
Validation prc-auc = 0.060557
Epoch 603
Loss = 4.8801e-02, PNorm = 87.7511, GNorm = 1.0660, lr_0 = 9.9341e-04
Validation prc-auc = 0.050518
Epoch 604
Loss = 8.1332e-02, PNorm = 87.8306, GNorm = 0.2115, lr_0 = 9.9475e-04
Validation prc-auc = 0.028907
Epoch 605
Loss = 4.1906e-02, PNorm = 87.9083, GNorm = 0.8120, lr_0 = 9.9610e-04
Validation prc-auc = 0.024755
Epoch 606
Loss = 4.5853e-02, PNorm = 88.0083, GNorm = 1.5069, lr_0 = 9.9744e-04
Validation prc-auc = 0.021288
Epoch 607
Loss = 2.3514e-02, PNorm = 88.1138, GNorm = 1.4238, lr_0 = 9.9879e-04
Validation prc-auc = 0.027534
Epoch 608
Loss = 1.0998e-01, PNorm = 88.2465, GNorm = 1.5990, lr_0 = 1.0000e-03
Validation prc-auc = 0.038223
Epoch 609
Loss = 2.7772e-02, PNorm = 88.4427, GNorm = 0.8633, lr_0 = 1.0000e-03
Loss = 3.6361e-02, PNorm = 88.6259, GNorm = 1.4184, lr_0 = 1.0000e-03
Validation prc-auc = 0.027384
Epoch 610
Loss = 3.5416e-02, PNorm = 88.7601, GNorm = 1.3776, lr_0 = 1.0000e-03
Validation prc-auc = 0.033374
Epoch 611
Loss = 3.9913e-02, PNorm = 88.8604, GNorm = 1.3901, lr_0 = 1.0000e-03
Validation prc-auc = 0.030066
Epoch 612
Loss = 7.3997e-02, PNorm = 88.9582, GNorm = 0.9106, lr_0 = 1.0000e-03
Validation prc-auc = 0.035544
Epoch 613
Loss = 6.5659e-02, PNorm = 89.0600, GNorm = 1.9284, lr_0 = 1.0000e-03
Validation prc-auc = 0.038980
Epoch 614
Loss = 3.6592e-02, PNorm = 89.1838, GNorm = 0.9856, lr_0 = 1.0000e-03
Validation prc-auc = 0.018667
Epoch 615
Loss = 9.0803e-02, PNorm = 89.3003, GNorm = 0.4269, lr_0 = 9.9999e-04
Validation prc-auc = 0.040374
Epoch 616
Loss = 8.0437e-02, PNorm = 89.4259, GNorm = 1.0341, lr_0 = 9.9999e-04
Validation prc-auc = 0.032969
Epoch 617
Loss = 6.4088e-02, PNorm = 89.5381, GNorm = 0.9920, lr_0 = 9.9999e-04
Validation prc-auc = 0.038133
Epoch 618
Loss = 1.2774e-02, PNorm = 89.6394, GNorm = 0.2588, lr_0 = 9.9999e-04
Validation prc-auc = 0.029734
Epoch 619
Loss = 4.9459e-02, PNorm = 89.7502, GNorm = 1.1300, lr_0 = 9.9999e-04
Loss = 4.9571e-02, PNorm = 89.8495, GNorm = 0.6513, lr_0 = 9.9999e-04
Validation prc-auc = 0.038311
Epoch 620
Loss = 4.6047e-02, PNorm = 89.9600, GNorm = 1.5672, lr_0 = 9.9999e-04
Validation prc-auc = 0.046173
Epoch 621
Loss = 9.3134e-02, PNorm = 90.0909, GNorm = 2.3138, lr_0 = 9.9999e-04
Validation prc-auc = 0.063689
Epoch 622
Loss = 5.5172e-02, PNorm = 90.2568, GNorm = 0.4406, lr_0 = 9.9999e-04
Validation prc-auc = 0.046684
Epoch 623
Loss = 3.8429e-02, PNorm = 90.3944, GNorm = 1.4875, lr_0 = 9.9999e-04
Validation prc-auc = 0.023122
Epoch 624
Loss = 1.0909e-01, PNorm = 90.5011, GNorm = 1.6249, lr_0 = 9.9999e-04
Validation prc-auc = 0.028967
Epoch 625
Loss = 7.1467e-02, PNorm = 90.6129, GNorm = 1.5213, lr_0 = 9.9999e-04
Validation prc-auc = 0.044329
Epoch 626
Loss = 3.4707e-02, PNorm = 90.7243, GNorm = 0.2645, lr_0 = 9.9999e-04
Validation prc-auc = 0.018585
Epoch 627
Loss = 5.2066e-02, PNorm = 90.8301, GNorm = 0.0939, lr_0 = 9.9999e-04
Validation prc-auc = 0.012963
Epoch 628
Loss = 7.5678e-02, PNorm = 90.9139, GNorm = 0.5822, lr_0 = 9.9998e-04
Validation prc-auc = 0.018339
Epoch 629
Loss = 7.0954e-03, PNorm = 91.0108, GNorm = 0.1965, lr_0 = 9.9998e-04
Loss = 5.7969e-02, PNorm = 91.0945, GNorm = 2.2004, lr_0 = 9.9998e-04
Validation prc-auc = 0.019986
Epoch 630
Loss = 5.4086e-02, PNorm = 91.1633, GNorm = 1.6084, lr_0 = 9.9998e-04
Validation prc-auc = 0.040680
Epoch 631
Loss = 3.1792e-02, PNorm = 91.2435, GNorm = 0.1558, lr_0 = 9.9998e-04
Validation prc-auc = 0.043543
Epoch 632
Loss = 5.5458e-02, PNorm = 91.3492, GNorm = 0.7896, lr_0 = 9.9998e-04
Validation prc-auc = 0.038132
Epoch 633
Loss = 7.3321e-02, PNorm = 91.4517, GNorm = 0.5285, lr_0 = 9.9998e-04
Validation prc-auc = 0.039484
Epoch 634
Loss = 1.9988e-02, PNorm = 91.5825, GNorm = 0.3252, lr_0 = 9.9998e-04
Validation prc-auc = 0.036439
Epoch 635
Loss = 4.0263e-02, PNorm = 91.6873, GNorm = 1.8197, lr_0 = 9.9998e-04
Validation prc-auc = 0.048285
Epoch 636
Loss = 6.7857e-02, PNorm = 91.7801, GNorm = 0.1296, lr_0 = 9.9998e-04
Validation prc-auc = 0.041973
Epoch 637
Loss = 1.0328e-01, PNorm = 91.8938, GNorm = 1.6535, lr_0 = 9.9998e-04
Validation prc-auc = 0.030404
Epoch 638
Loss = 1.3932e-01, PNorm = 92.0152, GNorm = 1.9690, lr_0 = 9.9998e-04
Validation prc-auc = 0.029174
Epoch 639
Loss = 4.7949e-03, PNorm = 92.1345, GNorm = 0.0975, lr_0 = 9.9998e-04
Loss = 5.1348e-02, PNorm = 92.2362, GNorm = 0.3246, lr_0 = 9.9998e-04
Validation prc-auc = 0.029623
Epoch 640
Loss = 3.8870e-02, PNorm = 92.3124, GNorm = 0.4319, lr_0 = 9.9998e-04
Validation prc-auc = 0.031455
Epoch 641
Loss = 2.1963e-02, PNorm = 92.3750, GNorm = 0.2420, lr_0 = 9.9997e-04
Validation prc-auc = 0.030324
Epoch 642
Loss = 1.7943e-02, PNorm = 92.4306, GNorm = 1.2395, lr_0 = 9.9997e-04
Validation prc-auc = 0.032075
Epoch 643
Loss = 7.9267e-02, PNorm = 92.4692, GNorm = 1.9181, lr_0 = 9.9997e-04
Validation prc-auc = 0.043032
Epoch 644
Loss = 7.5417e-02, PNorm = 92.5446, GNorm = 2.3634, lr_0 = 9.9997e-04
Validation prc-auc = 0.036540
Epoch 645
Loss = 4.5807e-02, PNorm = 92.6449, GNorm = 0.5259, lr_0 = 9.9997e-04
Validation prc-auc = 0.021008
Epoch 646
Loss = 6.7964e-02, PNorm = 92.7485, GNorm = 2.0562, lr_0 = 9.9997e-04
Validation prc-auc = 0.036857
Epoch 647
Loss = 6.4242e-02, PNorm = 92.8581, GNorm = 1.0907, lr_0 = 9.9997e-04
Validation prc-auc = 0.040771
Epoch 648
Loss = 5.7096e-02, PNorm = 92.9869, GNorm = 1.2037, lr_0 = 9.9997e-04
Validation prc-auc = 0.042503
Epoch 649
Loss = 1.3010e-03, PNorm = 93.1453, GNorm = 0.0467, lr_0 = 9.9997e-04
Loss = 5.6162e-02, PNorm = 93.2517, GNorm = 1.1750, lr_0 = 9.9997e-04
Validation prc-auc = 0.051797
Epoch 650
Loss = 1.0074e-01, PNorm = 93.3591, GNorm = 4.4443, lr_0 = 9.9997e-04
Validation prc-auc = 0.053692
Epoch 651
Loss = 4.9950e-02, PNorm = 93.4664, GNorm = 2.4544, lr_0 = 9.9997e-04
Validation prc-auc = 0.039467
Epoch 652
Loss = 4.1531e-02, PNorm = 93.5808, GNorm = 0.2430, lr_0 = 9.9997e-04
Validation prc-auc = 0.051078
Epoch 653
Loss = 2.7677e-02, PNorm = 93.6829, GNorm = 0.4498, lr_0 = 9.9997e-04
Validation prc-auc = 0.048871
Epoch 654
Loss = 3.2020e-02, PNorm = 93.7730, GNorm = 0.7160, lr_0 = 9.9996e-04
Validation prc-auc = 0.039842
Epoch 655
Loss = 3.4075e-02, PNorm = 93.8599, GNorm = 0.5754, lr_0 = 9.9996e-04
Validation prc-auc = 0.051215
Epoch 656
Loss = 7.2770e-02, PNorm = 93.9400, GNorm = 1.3882, lr_0 = 9.9996e-04
Validation prc-auc = 0.058126
Epoch 657
Loss = 9.3359e-02, PNorm = 94.0497, GNorm = 0.8808, lr_0 = 9.9996e-04
Validation prc-auc = 0.056378
Epoch 658
Loss = 1.7407e-01, PNorm = 94.1880, GNorm = 1.9280, lr_0 = 9.9996e-04
Validation prc-auc = 0.025872
Epoch 659
Loss = 1.9818e-02, PNorm = 94.3351, GNorm = 0.4008, lr_0 = 9.9996e-04
Loss = 3.3756e-02, PNorm = 94.4714, GNorm = 0.3613, lr_0 = 9.9996e-04
Validation prc-auc = 0.025593
Epoch 660
Loss = 6.5944e-02, PNorm = 94.5716, GNorm = 1.4251, lr_0 = 9.9996e-04
Validation prc-auc = 0.046438
Epoch 661
Loss = 4.5185e-02, PNorm = 94.6707, GNorm = 2.1363, lr_0 = 9.9996e-04
Validation prc-auc = 0.048226
Epoch 662
Loss = 6.6602e-02, PNorm = 94.7784, GNorm = 1.0413, lr_0 = 9.9996e-04
Validation prc-auc = 0.046478
Epoch 663
Loss = 3.2140e-02, PNorm = 94.8820, GNorm = 1.4680, lr_0 = 9.9996e-04
Validation prc-auc = 0.048653
Epoch 664
Loss = 4.6346e-02, PNorm = 94.9595, GNorm = 0.3019, lr_0 = 9.9996e-04
Validation prc-auc = 0.033413
Epoch 665
Loss = 4.5232e-02, PNorm = 95.0292, GNorm = 1.3999, lr_0 = 9.9996e-04
Validation prc-auc = 0.025364
Epoch 666
Loss = 5.4293e-02, PNorm = 95.1218, GNorm = 1.3311, lr_0 = 9.9996e-04
Validation prc-auc = 0.062139
Epoch 667
Loss = 1.4429e-01, PNorm = 95.2492, GNorm = 1.5152, lr_0 = 9.9996e-04
Validation prc-auc = 0.056719
Epoch 668
Loss = 6.1838e-02, PNorm = 95.3867, GNorm = 1.1324, lr_0 = 9.9995e-04
Validation prc-auc = 0.052257
Epoch 669
Loss = 1.0769e-02, PNorm = 95.4738, GNorm = 0.2358, lr_0 = 9.9995e-04
Loss = 5.0002e-02, PNorm = 95.5478, GNorm = 0.5315, lr_0 = 9.9995e-04
Validation prc-auc = 0.052971
Epoch 670
Loss = 5.5497e-02, PNorm = 95.6335, GNorm = 1.0735, lr_0 = 9.9995e-04
Validation prc-auc = 0.034323
Epoch 671
Loss = 4.6427e-02, PNorm = 95.7277, GNorm = 1.0379, lr_0 = 9.9995e-04
Validation prc-auc = 0.044232
Epoch 672
Loss = 3.6947e-02, PNorm = 95.8131, GNorm = 0.7109, lr_0 = 9.9995e-04
Validation prc-auc = 0.058474
Epoch 673
Loss = 3.2237e-02, PNorm = 95.8961, GNorm = 0.9371, lr_0 = 9.9995e-04
Validation prc-auc = 0.053279
Epoch 674
Loss = 2.0648e-02, PNorm = 95.9584, GNorm = 0.6607, lr_0 = 9.9995e-04
Validation prc-auc = 0.049849
Epoch 675
Loss = 2.8123e-02, PNorm = 96.0164, GNorm = 0.0918, lr_0 = 9.9995e-04
Validation prc-auc = 0.041335
Epoch 676
Loss = 4.3905e-02, PNorm = 96.0788, GNorm = 0.7892, lr_0 = 9.9995e-04
Validation prc-auc = 0.034971
Epoch 677
Loss = 3.9170e-02, PNorm = 96.1378, GNorm = 0.5379, lr_0 = 9.9995e-04
Validation prc-auc = 0.034614
Epoch 678
Loss = 5.4081e-02, PNorm = 96.2326, GNorm = 1.5704, lr_0 = 9.9995e-04
Validation prc-auc = 0.041658
Epoch 679
Loss = 6.7020e-02, PNorm = 96.3701, GNorm = 0.9434, lr_0 = 9.9995e-04
Loss = 4.9145e-02, PNorm = 96.5159, GNorm = 0.6002, lr_0 = 9.9995e-04
Validation prc-auc = 0.020684
Epoch 680
Loss = 7.2328e-02, PNorm = 96.6611, GNorm = 0.4909, lr_0 = 9.9994e-04
Validation prc-auc = 0.049717
Epoch 681
Loss = 5.0077e-02, PNorm = 96.8008, GNorm = 0.5115, lr_0 = 9.9994e-04
Validation prc-auc = 0.017568
Epoch 682
Loss = 8.6674e-02, PNorm = 96.9022, GNorm = 1.4244, lr_0 = 9.9994e-04
Validation prc-auc = 0.022394
Epoch 683
Loss = 4.6053e-02, PNorm = 96.9963, GNorm = 1.0778, lr_0 = 9.9994e-04
Validation prc-auc = 0.028851
Epoch 684
Loss = 4.5626e-02, PNorm = 97.0891, GNorm = 0.9488, lr_0 = 9.9994e-04
Validation prc-auc = 0.026729
Epoch 685
Loss = 5.5141e-02, PNorm = 97.1688, GNorm = 0.4960, lr_0 = 9.9994e-04
Validation prc-auc = 0.029002
Epoch 686
Loss = 4.2849e-02, PNorm = 97.2852, GNorm = 1.5192, lr_0 = 9.9994e-04
Validation prc-auc = 0.032490
Epoch 687
Loss = 2.5430e-02, PNorm = 97.4068, GNorm = 1.5950, lr_0 = 9.9994e-04
Validation prc-auc = 0.032167
Epoch 688
Loss = 2.6886e-02, PNorm = 97.5055, GNorm = 0.1368, lr_0 = 9.9994e-04
Validation prc-auc = 0.030498
Epoch 689
Loss = 6.7678e-02, PNorm = 97.5852, GNorm = 1.6352, lr_0 = 9.9994e-04
Loss = 2.7765e-02, PNorm = 97.6744, GNorm = 0.3562, lr_0 = 9.9994e-04
Validation prc-auc = 0.029125
Epoch 690
Loss = 2.7730e-02, PNorm = 97.7637, GNorm = 0.2237, lr_0 = 9.9994e-04
Validation prc-auc = 0.029489
Epoch 691
Loss = 3.9861e-02, PNorm = 97.8633, GNorm = 0.6088, lr_0 = 9.9994e-04
Validation prc-auc = 0.026816
Epoch 692
Loss = 5.5352e-02, PNorm = 97.9817, GNorm = 1.5337, lr_0 = 9.9994e-04
Validation prc-auc = 0.030666
Epoch 693
Loss = 6.4874e-02, PNorm = 98.0878, GNorm = 1.4748, lr_0 = 9.9994e-04
Validation prc-auc = 0.037117
Epoch 694
Loss = 6.7914e-02, PNorm = 98.1877, GNorm = 2.2513, lr_0 = 9.9993e-04
Validation prc-auc = 0.037295
Epoch 695
Loss = 3.7668e-02, PNorm = 98.2865, GNorm = 1.6341, lr_0 = 9.9993e-04
Validation prc-auc = 0.034122
Epoch 696
Loss = 4.9579e-02, PNorm = 98.3469, GNorm = 1.3377, lr_0 = 9.9993e-04
Validation prc-auc = 0.029482
Epoch 697
Loss = 2.9353e-02, PNorm = 98.4206, GNorm = 1.0139, lr_0 = 9.9993e-04
Validation prc-auc = 0.034021
Epoch 698
Loss = 1.7026e-02, PNorm = 98.4836, GNorm = 0.5430, lr_0 = 9.9993e-04
Validation prc-auc = 0.046314
Epoch 699
Loss = 2.5198e-02, PNorm = 98.5686, GNorm = 0.8755, lr_0 = 9.9993e-04
Loss = 4.6071e-02, PNorm = 98.6429, GNorm = 0.4127, lr_0 = 9.9993e-04
Validation prc-auc = 0.038523
Epoch 700
Loss = 5.1138e-02, PNorm = 98.7746, GNorm = 1.0343, lr_0 = 9.9993e-04
Validation prc-auc = 0.040090
Epoch 701
Loss = 3.2376e-02, PNorm = 98.8921, GNorm = 0.7922, lr_0 = 9.9993e-04
Validation prc-auc = 0.037309
Epoch 702
Loss = 2.9693e-02, PNorm = 98.9904, GNorm = 0.8307, lr_0 = 9.9993e-04
Validation prc-auc = 0.045835
Epoch 703
Loss = 4.2079e-02, PNorm = 99.0788, GNorm = 1.5293, lr_0 = 9.9993e-04
Validation prc-auc = 0.048499
Epoch 704
Loss = 4.1591e-02, PNorm = 99.1559, GNorm = 0.2407, lr_0 = 9.9993e-04
Validation prc-auc = 0.046313
Epoch 705
Loss = 1.8171e-02, PNorm = 99.2369, GNorm = 0.2509, lr_0 = 9.9993e-04
Validation prc-auc = 0.032989
Epoch 706
Loss = 9.0711e-03, PNorm = 99.3052, GNorm = 0.1633, lr_0 = 9.9993e-04
Validation prc-auc = 0.034088
Epoch 707
Loss = 5.7963e-02, PNorm = 99.3836, GNorm = 0.6045, lr_0 = 9.9992e-04
Validation prc-auc = 0.033025
Epoch 708
Loss = 3.9401e-03, PNorm = 99.4509, GNorm = 0.1018, lr_0 = 9.9992e-04
Validation prc-auc = 0.033953
Epoch 709
Loss = 5.1612e-02, PNorm = 99.4997, GNorm = 1.1475, lr_0 = 9.9992e-04
Loss = 2.6780e-02, PNorm = 99.5602, GNorm = 0.3209, lr_0 = 9.9992e-04
Validation prc-auc = 0.043626
Epoch 710
Loss = 3.2993e-02, PNorm = 99.6316, GNorm = 0.3427, lr_0 = 9.9992e-04
Validation prc-auc = 0.036372
Epoch 711
Loss = 1.8647e-02, PNorm = 99.7013, GNorm = 0.0935, lr_0 = 9.9992e-04
Validation prc-auc = 0.046286
Epoch 712
Loss = 8.0686e-02, PNorm = 99.7551, GNorm = 1.7901, lr_0 = 9.9992e-04
Validation prc-auc = 0.049076
Epoch 713
Loss = 3.8318e-02, PNorm = 99.8418, GNorm = 1.8095, lr_0 = 9.9992e-04
Validation prc-auc = 0.037509
Epoch 714
Loss = 1.7940e-02, PNorm = 99.9436, GNorm = 0.2075, lr_0 = 9.9992e-04
Validation prc-auc = 0.032009
Epoch 715
Loss = 5.3524e-02, PNorm = 100.0501, GNorm = 1.2549, lr_0 = 9.9992e-04
Validation prc-auc = 0.032199
Epoch 716
Loss = 8.2306e-02, PNorm = 100.2129, GNorm = 1.5403, lr_0 = 9.9992e-04
Validation prc-auc = 0.038879
Epoch 717
Loss = 1.7172e-01, PNorm = 100.3941, GNorm = 0.8170, lr_0 = 9.9992e-04
Validation prc-auc = 0.032026
Epoch 718
Loss = 2.1613e-02, PNorm = 100.5412, GNorm = 0.3208, lr_0 = 9.9992e-04
Validation prc-auc = 0.042272
Epoch 719
Loss = 9.2093e-03, PNorm = 100.6846, GNorm = 0.1898, lr_0 = 9.9992e-04
Loss = 7.5676e-02, PNorm = 100.8247, GNorm = 2.0270, lr_0 = 9.9992e-04
Validation prc-auc = 0.036963
Epoch 720
Loss = 5.3676e-02, PNorm = 100.9645, GNorm = 0.2463, lr_0 = 9.9991e-04
Validation prc-auc = 0.037911
Epoch 721
Loss = 7.2649e-02, PNorm = 101.1171, GNorm = 1.1775, lr_0 = 9.9991e-04
Validation prc-auc = 0.043585
Epoch 722
Loss = 4.3952e-02, PNorm = 101.2810, GNorm = 1.2283, lr_0 = 9.9991e-04
Validation prc-auc = 0.030437
Epoch 723
Loss = 3.4304e-02, PNorm = 101.4103, GNorm = 0.8184, lr_0 = 9.9991e-04
Validation prc-auc = 0.028009
Epoch 724
Loss = 2.3585e-02, PNorm = 101.5027, GNorm = 1.7174, lr_0 = 9.9991e-04
Validation prc-auc = 0.035662
Epoch 725
Loss = 4.5305e-02, PNorm = 101.5658, GNorm = 0.9191, lr_0 = 9.9991e-04
Validation prc-auc = 0.029789
Epoch 726
Loss = 7.2595e-02, PNorm = 101.6517, GNorm = 0.3430, lr_0 = 9.9991e-04
Validation prc-auc = 0.031466
Epoch 727
Loss = 1.7129e-02, PNorm = 101.7583, GNorm = 0.7997, lr_0 = 9.9991e-04
Validation prc-auc = 0.028338
Epoch 728
Loss = 3.8124e-02, PNorm = 101.8516, GNorm = 0.1271, lr_0 = 9.9991e-04
Validation prc-auc = 0.030572
Epoch 729
Loss = 1.5420e-01, PNorm = 101.9789, GNorm = 1.8525, lr_0 = 9.9991e-04
Loss = 6.6708e-02, PNorm = 102.1148, GNorm = 2.3670, lr_0 = 9.9991e-04
Validation prc-auc = 0.034694
Epoch 730
Loss = 4.9456e-02, PNorm = 102.2505, GNorm = 1.0101, lr_0 = 9.9991e-04
Validation prc-auc = 0.027856
Epoch 731
Loss = 4.8702e-02, PNorm = 102.3716, GNorm = 0.1025, lr_0 = 9.9991e-04
Validation prc-auc = 0.047639
Epoch 732
Loss = 5.8499e-02, PNorm = 102.4772, GNorm = 0.8060, lr_0 = 9.9991e-04
Validation prc-auc = 0.054778
Epoch 733
Loss = 9.2874e-02, PNorm = 102.6063, GNorm = 1.7075, lr_0 = 9.9990e-04
Validation prc-auc = 0.035534
Epoch 734
Loss = 6.2465e-02, PNorm = 102.7831, GNorm = 0.9440, lr_0 = 9.9990e-04
Validation prc-auc = 0.041893
Epoch 735
Loss = 6.1358e-02, PNorm = 102.9244, GNorm = 1.9073, lr_0 = 9.9990e-04
Validation prc-auc = 0.056843
Epoch 736
Loss = 5.0650e-02, PNorm = 103.0516, GNorm = 0.6919, lr_0 = 9.9990e-04
Validation prc-auc = 0.032607
Epoch 737
Loss = 2.1867e-02, PNorm = 103.1747, GNorm = 0.1890, lr_0 = 9.9990e-04
Validation prc-auc = 0.027194
Epoch 738
Loss = 3.8909e-02, PNorm = 103.3188, GNorm = 0.5187, lr_0 = 9.9990e-04
Validation prc-auc = 0.035509
Epoch 739
Loss = 9.5603e-03, PNorm = 103.4682, GNorm = 0.2800, lr_0 = 9.9990e-04
Loss = 8.3599e-02, PNorm = 103.5763, GNorm = 2.9549, lr_0 = 9.9990e-04
Validation prc-auc = 0.049400
Epoch 740
Loss = 4.1634e-02, PNorm = 103.7075, GNorm = 0.6680, lr_0 = 9.9990e-04
Validation prc-auc = 0.028279
Epoch 741
Loss = 3.3521e-02, PNorm = 103.8271, GNorm = 0.2812, lr_0 = 9.9990e-04
Validation prc-auc = 0.024009
Epoch 742
Loss = 8.6727e-02, PNorm = 103.9240, GNorm = 1.0998, lr_0 = 9.9990e-04
Validation prc-auc = 0.025252
Epoch 743
Loss = 5.5766e-02, PNorm = 104.0524, GNorm = 0.0340, lr_0 = 9.9990e-04
Validation prc-auc = 0.029728
Epoch 744
Loss = 7.4761e-02, PNorm = 104.1746, GNorm = 0.9383, lr_0 = 9.9990e-04
Validation prc-auc = 0.030137
Epoch 745
Loss = 3.8990e-02, PNorm = 104.2906, GNorm = 0.3528, lr_0 = 9.9990e-04
Validation prc-auc = 0.026736
Epoch 746
Loss = 1.1235e-02, PNorm = 104.3846, GNorm = 0.7444, lr_0 = 9.9990e-04
Validation prc-auc = 0.030096
Epoch 747
Loss = 3.6320e-02, PNorm = 104.4996, GNorm = 1.3536, lr_0 = 9.9989e-04
Validation prc-auc = 0.029848
Epoch 748
Loss = 2.9694e-02, PNorm = 104.6315, GNorm = 0.4606, lr_0 = 9.9989e-04
Validation prc-auc = 0.030836
Epoch 749
Loss = 2.7264e-02, PNorm = 104.7222, GNorm = 0.7262, lr_0 = 9.9989e-04
Loss = 2.5661e-02, PNorm = 104.8025, GNorm = 0.5144, lr_0 = 9.9989e-04
Validation prc-auc = 0.027661
Epoch 750
Loss = 4.3986e-02, PNorm = 104.9057, GNorm = 1.3339, lr_0 = 9.9989e-04
Validation prc-auc = 0.043321
Epoch 751
Loss = 3.9903e-02, PNorm = 104.9922, GNorm = 3.8428, lr_0 = 9.9989e-04
Validation prc-auc = 0.036595
Epoch 752
Loss = 2.9804e-02, PNorm = 105.1027, GNorm = 0.0797, lr_0 = 9.9989e-04
Validation prc-auc = 0.030086
Epoch 753
Loss = 5.1993e-02, PNorm = 105.2245, GNorm = 1.0146, lr_0 = 9.9989e-04
Validation prc-auc = 0.032177
Epoch 754
Loss = 4.1346e-02, PNorm = 105.3401, GNorm = 0.8618, lr_0 = 9.9989e-04
Validation prc-auc = 0.036300
Epoch 755
Loss = 2.8229e-02, PNorm = 105.4528, GNorm = 0.2225, lr_0 = 9.9989e-04
Validation prc-auc = 0.034991
Epoch 756
Loss = 2.5377e-02, PNorm = 105.5591, GNorm = 0.2261, lr_0 = 9.9989e-04
Validation prc-auc = 0.033830
Epoch 757
Loss = 3.3660e-02, PNorm = 105.6705, GNorm = 0.9003, lr_0 = 9.9989e-04
Validation prc-auc = 0.035137
Epoch 758
Loss = 1.4552e-02, PNorm = 105.7762, GNorm = 0.2092, lr_0 = 9.9989e-04
Validation prc-auc = 0.039634
Epoch 759
Loss = 4.0435e-02, PNorm = 105.8615, GNorm = 0.9133, lr_0 = 9.9989e-04
Loss = 2.2883e-02, PNorm = 105.9321, GNorm = 0.8260, lr_0 = 9.9988e-04
Validation prc-auc = 0.051071
Epoch 760
Loss = 3.1774e-02, PNorm = 105.9811, GNorm = 0.9729, lr_0 = 9.9988e-04
Validation prc-auc = 0.047753
Epoch 761
Loss = 2.5597e-02, PNorm = 106.0448, GNorm = 0.0647, lr_0 = 9.9988e-04
Validation prc-auc = 0.058212
Epoch 762
Loss = 1.6710e-02, PNorm = 106.1151, GNorm = 1.2625, lr_0 = 9.9988e-04
Validation prc-auc = 0.036847
Epoch 763
Loss = 8.8303e-02, PNorm = 106.2089, GNorm = 1.5151, lr_0 = 9.9988e-04
Validation prc-auc = 0.041712
Epoch 764
Loss = 9.0518e-02, PNorm = 106.3576, GNorm = 0.4227, lr_0 = 9.9988e-04
Validation prc-auc = 0.056547
Epoch 765
Loss = 5.2732e-02, PNorm = 106.5735, GNorm = 2.0711, lr_0 = 9.9988e-04
Validation prc-auc = 0.047906
Epoch 766
Loss = 4.4647e-02, PNorm = 106.7652, GNorm = 1.6719, lr_0 = 9.9988e-04
Validation prc-auc = 0.042807
Epoch 767
Loss = 1.0317e-01, PNorm = 106.9154, GNorm = 2.5085, lr_0 = 9.9988e-04
Validation prc-auc = 0.050946
Epoch 768
Loss = 5.3429e-03, PNorm = 107.0724, GNorm = 0.2454, lr_0 = 9.9988e-04
Validation prc-auc = 0.050980
Epoch 769
Loss = 3.0966e-02, PNorm = 107.2467, GNorm = 0.7972, lr_0 = 9.9988e-04
Loss = 4.4240e-02, PNorm = 107.3761, GNorm = 1.1289, lr_0 = 9.9988e-04
Validation prc-auc = 0.043600
Epoch 770
Loss = 4.3295e-02, PNorm = 107.4884, GNorm = 2.0821, lr_0 = 9.9988e-04
Validation prc-auc = 0.050227
Epoch 771
Loss = 8.4601e-02, PNorm = 107.5803, GNorm = 3.2459, lr_0 = 9.9988e-04
Validation prc-auc = 0.046804
Epoch 772
Loss = 6.3605e-02, PNorm = 107.6944, GNorm = 2.0023, lr_0 = 9.9988e-04
Validation prc-auc = 0.041430
Epoch 773
Loss = 6.4805e-02, PNorm = 107.7994, GNorm = 1.2860, lr_0 = 9.9987e-04
Validation prc-auc = 0.041024
Epoch 774
Loss = 3.8157e-02, PNorm = 107.8992, GNorm = 1.2263, lr_0 = 9.9987e-04
Validation prc-auc = 0.043677
Epoch 775
Loss = 2.1209e-02, PNorm = 107.9870, GNorm = 0.6976, lr_0 = 9.9987e-04
Validation prc-auc = 0.043815
Epoch 776
Loss = 2.4412e-02, PNorm = 108.0458, GNorm = 0.1134, lr_0 = 9.9987e-04
Validation prc-auc = 0.048250
Epoch 777
Loss = 6.1369e-02, PNorm = 108.1170, GNorm = 1.3439, lr_0 = 9.9987e-04
Validation prc-auc = 0.047876
Epoch 778
Loss = 4.1842e-02, PNorm = 108.1844, GNorm = 1.7702, lr_0 = 9.9987e-04
Validation prc-auc = 0.044327
Epoch 779
Loss = 2.8669e-02, PNorm = 108.2652, GNorm = 0.9659, lr_0 = 9.9987e-04
Loss = 3.3452e-02, PNorm = 108.3527, GNorm = 2.0199, lr_0 = 9.9987e-04
Validation prc-auc = 0.031010
Epoch 780
Loss = 8.2749e-02, PNorm = 108.4553, GNorm = 0.9994, lr_0 = 9.9987e-04
Validation prc-auc = 0.046045
Epoch 781
Loss = 2.8110e-02, PNorm = 108.5481, GNorm = 1.0967, lr_0 = 9.9987e-04
Validation prc-auc = 0.061923
Epoch 782
Loss = 4.6118e-02, PNorm = 108.6545, GNorm = 0.8145, lr_0 = 9.9987e-04
Validation prc-auc = 0.025967
Epoch 783
Loss = 7.0854e-02, PNorm = 108.7574, GNorm = 0.2222, lr_0 = 9.9987e-04
Validation prc-auc = 0.026742
Epoch 784
Loss = 1.8997e-02, PNorm = 108.8411, GNorm = 0.4677, lr_0 = 9.9987e-04
Validation prc-auc = 0.040938
Epoch 785
Loss = 4.3943e-02, PNorm = 108.9082, GNorm = 0.7047, lr_0 = 9.9987e-04
Validation prc-auc = 0.035772
Epoch 786
Loss = 4.1419e-02, PNorm = 108.9685, GNorm = 0.3925, lr_0 = 9.9986e-04
Validation prc-auc = 0.030164
Epoch 787
Loss = 4.9580e-02, PNorm = 109.0251, GNorm = 0.9221, lr_0 = 9.9986e-04
Validation prc-auc = 0.019987
Epoch 788
Loss = 3.6323e-02, PNorm = 109.1194, GNorm = 1.1857, lr_0 = 9.9986e-04
Validation prc-auc = 0.026380
Epoch 789
Loss = 4.0584e-02, PNorm = 109.2413, GNorm = 0.9165, lr_0 = 9.9986e-04
Loss = 3.4639e-02, PNorm = 109.3586, GNorm = 0.3413, lr_0 = 9.9986e-04
Validation prc-auc = 0.023292
Epoch 790
Loss = 3.0273e-02, PNorm = 109.4463, GNorm = 1.4005, lr_0 = 9.9986e-04
Validation prc-auc = 0.029853
Epoch 791
Loss = 4.7681e-02, PNorm = 109.5267, GNorm = 1.0383, lr_0 = 9.9986e-04
Validation prc-auc = 0.036909
Epoch 792
Loss = 6.0302e-02, PNorm = 109.6338, GNorm = 0.9620, lr_0 = 9.9986e-04
Validation prc-auc = 0.022331
Epoch 793
Loss = 3.9108e-02, PNorm = 109.7371, GNorm = 0.1247, lr_0 = 9.9986e-04
Validation prc-auc = 0.023604
Epoch 794
Loss = 5.4433e-02, PNorm = 109.8372, GNorm = 1.9151, lr_0 = 9.9986e-04
Validation prc-auc = 0.026743
Epoch 795
Loss = 4.9457e-02, PNorm = 109.9476, GNorm = 0.2621, lr_0 = 9.9986e-04
Validation prc-auc = 0.021023
Epoch 796
Loss = 7.3126e-02, PNorm = 110.0603, GNorm = 1.3700, lr_0 = 9.9986e-04
Validation prc-auc = 0.024587
Epoch 797
Loss = 3.1735e-02, PNorm = 110.1602, GNorm = 0.3255, lr_0 = 9.9986e-04
Validation prc-auc = 0.025239
Epoch 798
Loss = 5.2778e-03, PNorm = 110.2471, GNorm = 0.1401, lr_0 = 9.9986e-04
Validation prc-auc = 0.025368
Epoch 799
Loss = 3.8314e-02, PNorm = 110.3364, GNorm = 1.1232, lr_0 = 9.9986e-04
Loss = 9.0777e-02, PNorm = 110.4627, GNorm = 0.4552, lr_0 = 9.9985e-04
Validation prc-auc = 0.030453
Epoch 800
Loss = 6.1357e-02, PNorm = 110.6178, GNorm = 1.3509, lr_0 = 9.9985e-04
Validation prc-auc = 0.028342
Epoch 801
Loss = 6.3857e-02, PNorm = 110.7323, GNorm = 1.4356, lr_0 = 9.9985e-04
Validation prc-auc = 0.031420
Epoch 802
Loss = 3.5082e-02, PNorm = 110.8579, GNorm = 0.5552, lr_0 = 9.9985e-04
Validation prc-auc = 0.027335
Epoch 803
Loss = 4.8441e-02, PNorm = 110.9521, GNorm = 1.0158, lr_0 = 9.9985e-04
Validation prc-auc = 0.039386
Epoch 804
Loss = 1.8578e-02, PNorm = 111.0373, GNorm = 0.4108, lr_0 = 9.9985e-04
Validation prc-auc = 0.041490
Epoch 805
Loss = 1.6943e-02, PNorm = 111.0963, GNorm = 0.2023, lr_0 = 9.9985e-04
Validation prc-auc = 0.041828
Epoch 806
Loss = 4.3292e-02, PNorm = 111.1888, GNorm = 1.3091, lr_0 = 9.9985e-04
Validation prc-auc = 0.045904
Epoch 807
Loss = 6.3894e-02, PNorm = 111.2833, GNorm = 1.0462, lr_0 = 9.9985e-04
Validation prc-auc = 0.062478
Epoch 808
Loss = 4.8384e-02, PNorm = 111.3635, GNorm = 1.2596, lr_0 = 9.9985e-04
Validation prc-auc = 0.049155
Epoch 809
Loss = 1.9799e-03, PNorm = 111.4638, GNorm = 0.0516, lr_0 = 9.9985e-04
Loss = 5.0746e-02, PNorm = 111.5695, GNorm = 1.3561, lr_0 = 9.9985e-04
Validation prc-auc = 0.034704
Epoch 810
Loss = 3.8923e-02, PNorm = 111.6811, GNorm = 1.2144, lr_0 = 9.9985e-04
Validation prc-auc = 0.041587
Epoch 811
Loss = 2.1608e-02, PNorm = 111.7803, GNorm = 0.2805, lr_0 = 9.9985e-04
Validation prc-auc = 0.047361
Epoch 812
Loss = 4.8427e-02, PNorm = 111.8737, GNorm = 1.5788, lr_0 = 9.9985e-04
Validation prc-auc = 0.039875
Epoch 813
Loss = 2.3035e-02, PNorm = 111.9715, GNorm = 1.4703, lr_0 = 9.9984e-04
Validation prc-auc = 0.043799
Epoch 814
Loss = 4.6614e-02, PNorm = 112.0585, GNorm = 1.5108, lr_0 = 9.9984e-04
Validation prc-auc = 0.036399
Epoch 815
Loss = 2.8646e-02, PNorm = 112.1614, GNorm = 0.2019, lr_0 = 9.9984e-04
Validation prc-auc = 0.038417
Epoch 816
Loss = 1.4447e-02, PNorm = 112.2556, GNorm = 1.2921, lr_0 = 9.9984e-04
Validation prc-auc = 0.037358
Epoch 817
Loss = 3.6016e-02, PNorm = 112.3347, GNorm = 1.0762, lr_0 = 9.9984e-04
Validation prc-auc = 0.041414
Epoch 818
Loss = 1.4017e-02, PNorm = 112.4155, GNorm = 0.2280, lr_0 = 9.9984e-04
Validation prc-auc = 0.030084
Epoch 819
Loss = 2.5169e-01, PNorm = 112.4881, GNorm = 2.7270, lr_0 = 9.9984e-04
Loss = 4.9868e-02, PNorm = 112.5778, GNorm = 0.2394, lr_0 = 9.9984e-04
Validation prc-auc = 0.034967
Epoch 820
Loss = 3.8932e-02, PNorm = 112.6747, GNorm = 0.8139, lr_0 = 9.9984e-04
Validation prc-auc = 0.044555
Epoch 821
Loss = 4.4180e-02, PNorm = 112.8055, GNorm = 2.1347, lr_0 = 9.9984e-04
Validation prc-auc = 0.051506
Epoch 822
Loss = 5.5214e-02, PNorm = 112.9752, GNorm = 2.0103, lr_0 = 9.9984e-04
Validation prc-auc = 0.043092
Epoch 823
Loss = 5.7995e-02, PNorm = 113.1023, GNorm = 2.2477, lr_0 = 9.9984e-04
Validation prc-auc = 0.026281
Epoch 824
Loss = 5.8619e-02, PNorm = 113.2195, GNorm = 2.8359, lr_0 = 9.9984e-04
Validation prc-auc = 0.022799
Epoch 825
Loss = 1.5339e-02, PNorm = 113.3463, GNorm = 0.3955, lr_0 = 9.9984e-04
Validation prc-auc = 0.029824
Epoch 826
Loss = 2.6806e-02, PNorm = 113.4410, GNorm = 0.8511, lr_0 = 9.9983e-04
Validation prc-auc = 0.038358
Epoch 827
Loss = 8.1112e-02, PNorm = 113.5330, GNorm = 0.8340, lr_0 = 9.9983e-04
Validation prc-auc = 0.032551
Epoch 828
Loss = 4.9798e-02, PNorm = 113.6396, GNorm = 1.2748, lr_0 = 9.9983e-04
Validation prc-auc = 0.023723
Epoch 829
Loss = 9.3213e-02, PNorm = 113.7175, GNorm = 2.0230, lr_0 = 9.9983e-04
Loss = 4.2516e-02, PNorm = 113.7997, GNorm = 0.2899, lr_0 = 9.9983e-04
Validation prc-auc = 0.031483
Epoch 830
Loss = 3.1512e-02, PNorm = 113.8978, GNorm = 1.0664, lr_0 = 9.9983e-04
Validation prc-auc = 0.024069
Epoch 831
Loss = 1.4374e-02, PNorm = 113.9798, GNorm = 1.2699, lr_0 = 9.9983e-04
Validation prc-auc = 0.028601
Epoch 832
Loss = 3.5449e-02, PNorm = 114.0385, GNorm = 0.2875, lr_0 = 9.9983e-04
Validation prc-auc = 0.044981
Epoch 833
Loss = 5.1237e-02, PNorm = 114.0959, GNorm = 1.6948, lr_0 = 9.9983e-04
Validation prc-auc = 0.031038
Epoch 834
Loss = 3.8824e-02, PNorm = 114.1716, GNorm = 1.0615, lr_0 = 9.9983e-04
Validation prc-auc = 0.023196
Epoch 835
Loss = 1.4853e-02, PNorm = 114.2729, GNorm = 0.3281, lr_0 = 9.9983e-04
Validation prc-auc = 0.022595
Epoch 836
Loss = 2.7289e-02, PNorm = 114.3876, GNorm = 0.4884, lr_0 = 9.9983e-04
Validation prc-auc = 0.021181
Epoch 837
Loss = 6.5700e-02, PNorm = 114.4917, GNorm = 0.7704, lr_0 = 9.9983e-04
Validation prc-auc = 0.023055
Epoch 838
Loss = 3.5078e-02, PNorm = 114.5690, GNorm = 2.1552, lr_0 = 9.9983e-04
Validation prc-auc = 0.031686
Epoch 839
Loss = 4.3134e-03, PNorm = 114.6338, GNorm = 0.1186, lr_0 = 9.9983e-04
Loss = 5.4376e-02, PNorm = 114.7268, GNorm = 1.8309, lr_0 = 9.9982e-04
Validation prc-auc = 0.035676
Epoch 840
Loss = 4.5757e-02, PNorm = 114.8298, GNorm = 2.4075, lr_0 = 9.9982e-04
Validation prc-auc = 0.033350
Epoch 841
Loss = 3.7741e-02, PNorm = 114.9415, GNorm = 3.0852, lr_0 = 9.9982e-04
Validation prc-auc = 0.022814
Epoch 842
Loss = 2.7473e-02, PNorm = 115.0496, GNorm = 1.0873, lr_0 = 9.9982e-04
Validation prc-auc = 0.024330
Epoch 843
Loss = 3.4124e-02, PNorm = 115.1552, GNorm = 1.5043, lr_0 = 9.9982e-04
Validation prc-auc = 0.032802
Epoch 844
Loss = 5.5113e-02, PNorm = 115.2330, GNorm = 1.2655, lr_0 = 9.9982e-04
Validation prc-auc = 0.045863
Epoch 845
Loss = 3.4162e-02, PNorm = 115.3685, GNorm = 1.8362, lr_0 = 9.9982e-04
Validation prc-auc = 0.048128
Epoch 846
Loss = 5.0362e-02, PNorm = 115.5031, GNorm = 1.1867, lr_0 = 9.9982e-04
Validation prc-auc = 0.044402
Epoch 847
Loss = 8.4399e-02, PNorm = 115.6210, GNorm = 0.9721, lr_0 = 9.9982e-04
Validation prc-auc = 0.040917
Epoch 848
Loss = 1.0276e-02, PNorm = 115.7152, GNorm = 0.3645, lr_0 = 9.9982e-04
Validation prc-auc = 0.035379
Epoch 849
Loss = 4.0004e-02, PNorm = 115.8046, GNorm = 0.9992, lr_0 = 9.9982e-04
Loss = 3.6895e-02, PNorm = 115.9164, GNorm = 1.2193, lr_0 = 9.9982e-04
Validation prc-auc = 0.036614
Epoch 850
Loss = 4.4049e-02, PNorm = 116.0167, GNorm = 0.5596, lr_0 = 9.9982e-04
Validation prc-auc = 0.048345
Epoch 851
Loss = 5.2173e-02, PNorm = 116.1011, GNorm = 0.9326, lr_0 = 9.9982e-04
Validation prc-auc = 0.033070
Epoch 852
Loss = 2.5774e-02, PNorm = 116.1937, GNorm = 0.2306, lr_0 = 9.9981e-04
Validation prc-auc = 0.028518
Epoch 853
Loss = 5.0635e-02, PNorm = 116.2780, GNorm = 2.0524, lr_0 = 9.9981e-04
Validation prc-auc = 0.028098
Epoch 854
Loss = 3.5091e-02, PNorm = 116.3960, GNorm = 1.6012, lr_0 = 9.9981e-04
Validation prc-auc = 0.042040
Epoch 855
Loss = 1.8586e-02, PNorm = 116.5419, GNorm = 1.4543, lr_0 = 9.9981e-04
Validation prc-auc = 0.054725
Epoch 856
Loss = 8.4430e-02, PNorm = 116.7120, GNorm = 2.9024, lr_0 = 9.9981e-04
Validation prc-auc = 0.044027
Epoch 857
Loss = 2.1565e-02, PNorm = 116.8363, GNorm = 0.2295, lr_0 = 9.9981e-04
Validation prc-auc = 0.048587
Epoch 858
Loss = 1.2331e-01, PNorm = 116.9357, GNorm = 1.7694, lr_0 = 9.9981e-04
Validation prc-auc = 0.036765
Epoch 859
Loss = 3.3428e-03, PNorm = 117.0614, GNorm = 0.1286, lr_0 = 9.9981e-04
Loss = 6.2531e-02, PNorm = 117.1535, GNorm = 2.0379, lr_0 = 9.9981e-04
Validation prc-auc = 0.033013
Epoch 860
Loss = 3.4874e-02, PNorm = 117.2452, GNorm = 2.1460, lr_0 = 9.9981e-04
Validation prc-auc = 0.034207
Epoch 861
Loss = 6.2772e-02, PNorm = 117.3446, GNorm = 2.5094, lr_0 = 9.9981e-04
Validation prc-auc = 0.030415
Epoch 862
Loss = 2.4969e-02, PNorm = 117.4721, GNorm = 2.4517, lr_0 = 9.9981e-04
Validation prc-auc = 0.022019
Epoch 863
Loss = 7.0985e-02, PNorm = 117.5916, GNorm = 1.2219, lr_0 = 9.9981e-04
Validation prc-auc = 0.020912
Epoch 864
Loss = 3.0862e-02, PNorm = 117.7576, GNorm = 0.6160, lr_0 = 9.9981e-04
Validation prc-auc = 0.022390
Epoch 865
Loss = 5.8126e-02, PNorm = 117.8629, GNorm = 1.4389, lr_0 = 9.9981e-04
Validation prc-auc = 0.027107
Epoch 866
Loss = 5.6097e-02, PNorm = 117.9675, GNorm = 0.7589, lr_0 = 9.9980e-04
Validation prc-auc = 0.029804
Epoch 867
Loss = 5.4517e-02, PNorm = 118.0446, GNorm = 2.8548, lr_0 = 9.9980e-04
Validation prc-auc = 0.025775
Epoch 868
Loss = 5.0012e-03, PNorm = 118.1278, GNorm = 0.2316, lr_0 = 9.9980e-04
Validation prc-auc = 0.025735
Epoch 869
Loss = 2.3131e-02, PNorm = 118.2058, GNorm = 0.7902, lr_0 = 9.9980e-04
Loss = 4.2413e-02, PNorm = 118.2692, GNorm = 1.8429, lr_0 = 9.9980e-04
Validation prc-auc = 0.027808
Epoch 870
Loss = 4.8348e-02, PNorm = 118.3362, GNorm = 2.0389, lr_0 = 9.9980e-04
Validation prc-auc = 0.027056
Epoch 871
Loss = 1.3620e-02, PNorm = 118.4136, GNorm = 0.2729, lr_0 = 9.9980e-04
Validation prc-auc = 0.024102
Epoch 872
Loss = 2.2453e-02, PNorm = 118.4639, GNorm = 0.5726, lr_0 = 9.9980e-04
Validation prc-auc = 0.030556
Epoch 873
Loss = 4.7517e-02, PNorm = 118.5176, GNorm = 0.1608, lr_0 = 9.9980e-04
Validation prc-auc = 0.030362
Epoch 874
Loss = 3.3847e-02, PNorm = 118.5889, GNorm = 1.8664, lr_0 = 9.9980e-04
Validation prc-auc = 0.036594
Epoch 875
Loss = 1.4463e-02, PNorm = 118.6714, GNorm = 0.0542, lr_0 = 9.9980e-04
Validation prc-auc = 0.035067
Epoch 876
Loss = 3.8029e-02, PNorm = 118.7404, GNorm = 1.3209, lr_0 = 9.9980e-04
Validation prc-auc = 0.031828
Epoch 877
Loss = 9.1438e-02, PNorm = 118.8158, GNorm = 0.9358, lr_0 = 9.9980e-04
Validation prc-auc = 0.026811
Epoch 878
Loss = 3.8367e-02, PNorm = 118.8823, GNorm = 1.5310, lr_0 = 9.9980e-04
Validation prc-auc = 0.030083
Epoch 879
Loss = 1.9502e-03, PNorm = 118.9467, GNorm = 0.0746, lr_0 = 9.9979e-04
Loss = 2.7529e-02, PNorm = 118.9977, GNorm = 0.1559, lr_0 = 9.9979e-04
Validation prc-auc = 0.034559
Epoch 880
Loss = 4.3757e-02, PNorm = 119.0624, GNorm = 1.5577, lr_0 = 9.9979e-04
Validation prc-auc = 0.048116
Epoch 881
Loss = 4.8118e-02, PNorm = 119.1344, GNorm = 1.4713, lr_0 = 9.9979e-04
Validation prc-auc = 0.050089
Epoch 882
Loss = 3.1737e-02, PNorm = 119.2231, GNorm = 0.4495, lr_0 = 9.9979e-04
Validation prc-auc = 0.048868
Epoch 883
Loss = 3.9174e-02, PNorm = 119.3171, GNorm = 1.4878, lr_0 = 9.9979e-04
Validation prc-auc = 0.037884
Epoch 884
Loss = 3.9821e-02, PNorm = 119.4018, GNorm = 1.3153, lr_0 = 9.9979e-04
Validation prc-auc = 0.040774
Epoch 885
Loss = 2.9325e-02, PNorm = 119.4796, GNorm = 0.1384, lr_0 = 9.9979e-04
Validation prc-auc = 0.040775
Epoch 886
Loss = 3.0739e-02, PNorm = 119.5521, GNorm = 0.0758, lr_0 = 9.9979e-04
Validation prc-auc = 0.040559
Epoch 887
Loss = 8.1318e-03, PNorm = 119.6339, GNorm = 0.2202, lr_0 = 9.9979e-04
Validation prc-auc = 0.040240
Epoch 888
Loss = 8.7953e-02, PNorm = 119.7278, GNorm = 0.7588, lr_0 = 9.9979e-04
Validation prc-auc = 0.045384
Epoch 889
Loss = 5.7280e-02, PNorm = 119.8519, GNorm = 1.3977, lr_0 = 9.9979e-04
Loss = 4.8287e-02, PNorm = 119.9717, GNorm = 0.5058, lr_0 = 9.9979e-04
Validation prc-auc = 0.022980
Epoch 890
Loss = 3.1144e-02, PNorm = 120.0851, GNorm = 0.4078, lr_0 = 9.9979e-04
Validation prc-auc = 0.018580
Epoch 891
Loss = 3.8566e-02, PNorm = 120.1840, GNorm = 1.3961, lr_0 = 9.9979e-04
Validation prc-auc = 0.019413
Epoch 892
Loss = 4.2175e-02, PNorm = 120.2552, GNorm = 2.0186, lr_0 = 9.9978e-04
Validation prc-auc = 0.026066
Epoch 893
Loss = 5.3087e-02, PNorm = 120.3241, GNorm = 0.5703, lr_0 = 9.9978e-04
Validation prc-auc = 0.036303
Epoch 894
Loss = 2.4966e-02, PNorm = 120.4086, GNorm = 0.4193, lr_0 = 9.9978e-04
Validation prc-auc = 0.028993
Epoch 895
Loss = 2.7593e-02, PNorm = 120.4980, GNorm = 0.1433, lr_0 = 9.9978e-04
Validation prc-auc = 0.027131
Epoch 896
Loss = 2.2998e-02, PNorm = 120.5691, GNorm = 1.0503, lr_0 = 9.9978e-04
Validation prc-auc = 0.022943
Epoch 897
Loss = 5.7965e-03, PNorm = 120.6410, GNorm = 0.3478, lr_0 = 9.9978e-04
Validation prc-auc = 0.023842
Epoch 898
Loss = 7.5185e-02, PNorm = 120.7010, GNorm = 0.0372, lr_0 = 9.9978e-04
Validation prc-auc = 0.033972
Epoch 899
Loss = 3.5613e-03, PNorm = 120.7689, GNorm = 0.1404, lr_0 = 9.9978e-04
Loss = 3.9136e-02, PNorm = 120.8436, GNorm = 2.8079, lr_0 = 9.9978e-04
Validation prc-auc = 0.045184
Epoch 900
Loss = 1.6400e-02, PNorm = 120.9406, GNorm = 0.7206, lr_0 = 9.9978e-04
Validation prc-auc = 0.046441
Epoch 901
Loss = 3.6782e-02, PNorm = 121.0117, GNorm = 1.3331, lr_0 = 9.9978e-04
Validation prc-auc = 0.042179
Epoch 902
Loss = 3.1640e-02, PNorm = 121.0885, GNorm = 1.6583, lr_0 = 9.9978e-04
Validation prc-auc = 0.040638
Epoch 903
Loss = 4.2060e-02, PNorm = 121.1868, GNorm = 0.0684, lr_0 = 9.9978e-04
Validation prc-auc = 0.038598
Epoch 904
Loss = 4.8410e-02, PNorm = 121.2924, GNorm = 1.1911, lr_0 = 9.9978e-04
Validation prc-auc = 0.036906
Epoch 905
Loss = 7.3570e-02, PNorm = 121.4195, GNorm = 0.3856, lr_0 = 9.9977e-04
Validation prc-auc = 0.025441
Epoch 906
Loss = 3.2601e-02, PNorm = 121.5323, GNorm = 0.8674, lr_0 = 9.9977e-04
Validation prc-auc = 0.028951
Epoch 907
Loss = 1.2383e-01, PNorm = 121.6162, GNorm = 1.3756, lr_0 = 9.9977e-04
Validation prc-auc = 0.022852
Epoch 908
Loss = 1.9924e-02, PNorm = 121.6888, GNorm = 1.0523, lr_0 = 9.9977e-04
Validation prc-auc = 0.028469
Epoch 909
Loss = 1.9909e-02, PNorm = 121.7709, GNorm = 0.4834, lr_0 = 9.9977e-04
Loss = 8.2569e-03, PNorm = 121.8419, GNorm = 0.1196, lr_0 = 9.9977e-04
Validation prc-auc = 0.028417
Epoch 910
Loss = 3.1846e-02, PNorm = 121.8898, GNorm = 0.1904, lr_0 = 9.9977e-04
Validation prc-auc = 0.033841
Epoch 911
Loss = 3.2654e-02, PNorm = 121.9877, GNorm = 0.4674, lr_0 = 9.9977e-04
Validation prc-auc = 0.045434
Epoch 912
Loss = 1.2219e-02, PNorm = 122.1021, GNorm = 0.2575, lr_0 = 9.9977e-04
Validation prc-auc = 0.043708
Epoch 913
Loss = 5.3585e-02, PNorm = 122.1864, GNorm = 0.6118, lr_0 = 9.9977e-04
Validation prc-auc = 0.031052
Epoch 914
Loss = 8.0130e-02, PNorm = 122.3672, GNorm = 1.1268, lr_0 = 9.9977e-04
Validation prc-auc = 0.045871
Epoch 915
Loss = 1.0033e-01, PNorm = 122.5970, GNorm = 0.7770, lr_0 = 9.9977e-04
Validation prc-auc = 0.030028
Epoch 916
Loss = 3.2921e-02, PNorm = 122.8167, GNorm = 0.0708, lr_0 = 9.9977e-04
Validation prc-auc = 0.036898
Epoch 917
Loss = 1.0501e-01, PNorm = 122.9530, GNorm = 1.1631, lr_0 = 9.9977e-04
Validation prc-auc = 0.029645
Epoch 918
Loss = 1.1050e-02, PNorm = 123.0781, GNorm = 0.2755, lr_0 = 9.9977e-04
Validation prc-auc = 0.028533
Epoch 919
Loss = 1.0712e-01, PNorm = 123.1812, GNorm = 0.9545, lr_0 = 9.9976e-04
Loss = 2.8043e-02, PNorm = 123.2529, GNorm = 0.2172, lr_0 = 9.9976e-04
Validation prc-auc = 0.032475
Epoch 920
Loss = 6.4259e-02, PNorm = 123.3316, GNorm = 2.0562, lr_0 = 9.9976e-04
Validation prc-auc = 0.045405
Epoch 921
Loss = 1.8440e-02, PNorm = 123.4149, GNorm = 0.7335, lr_0 = 9.9976e-04
Validation prc-auc = 0.055912
Epoch 922
Loss = 6.5091e-02, PNorm = 123.4861, GNorm = 1.1083, lr_0 = 9.9976e-04
Validation prc-auc = 0.063780
Epoch 923
Loss = 3.8710e-02, PNorm = 123.5566, GNorm = 1.0752, lr_0 = 9.9976e-04
Validation prc-auc = 0.041034
Epoch 924
Loss = 3.7885e-02, PNorm = 123.6192, GNorm = 1.6760, lr_0 = 9.9976e-04
Validation prc-auc = 0.034689
Epoch 925
Loss = 3.8765e-02, PNorm = 123.7083, GNorm = 0.5497, lr_0 = 9.9976e-04
Validation prc-auc = 0.036159
Epoch 926
Loss = 5.3728e-02, PNorm = 123.7963, GNorm = 1.8333, lr_0 = 9.9976e-04
Validation prc-auc = 0.024314
Epoch 927
Loss = 1.1390e-02, PNorm = 123.8671, GNorm = 0.2121, lr_0 = 9.9976e-04
Validation prc-auc = 0.022094
Epoch 928
Loss = 4.2834e-02, PNorm = 123.9260, GNorm = 1.6214, lr_0 = 9.9976e-04
Validation prc-auc = 0.019482
Epoch 929
Loss = 2.9809e-02, PNorm = 123.9895, GNorm = 0.8263, lr_0 = 9.9976e-04
Loss = 1.9769e-02, PNorm = 124.0512, GNorm = 0.8713, lr_0 = 9.9976e-04
Validation prc-auc = 0.021222
Epoch 930
Loss = 1.9624e-02, PNorm = 124.0981, GNorm = 0.4711, lr_0 = 9.9976e-04
Validation prc-auc = 0.019869
Epoch 931
Loss = 4.4444e-02, PNorm = 124.1420, GNorm = 0.5188, lr_0 = 9.9975e-04
Validation prc-auc = 0.017741
Epoch 932
Loss = 1.9717e-02, PNorm = 124.1987, GNorm = 0.6962, lr_0 = 9.9975e-04
Validation prc-auc = 0.039050
Epoch 933
Loss = 4.8441e-02, PNorm = 124.2753, GNorm = 0.6499, lr_0 = 9.9975e-04
Validation prc-auc = 0.029215
Epoch 934
Loss = 3.5597e-02, PNorm = 124.3873, GNorm = 0.5865, lr_0 = 9.9975e-04
Validation prc-auc = 0.026068
Epoch 935
Loss = 2.4011e-02, PNorm = 124.4773, GNorm = 0.2049, lr_0 = 9.9975e-04
Validation prc-auc = 0.033313
Epoch 936
Loss = 1.3031e-02, PNorm = 124.5668, GNorm = 0.4811, lr_0 = 9.9975e-04
Validation prc-auc = 0.034841
Epoch 937
Loss = 1.0346e-01, PNorm = 124.6480, GNorm = 2.6603, lr_0 = 9.9975e-04
Validation prc-auc = 0.036463
Epoch 938
Loss = 2.0269e-02, PNorm = 124.7574, GNorm = 0.8650, lr_0 = 9.9975e-04
Validation prc-auc = 0.033127
Epoch 939
Loss = 9.7593e-03, PNorm = 124.8761, GNorm = 0.2562, lr_0 = 9.9975e-04
Loss = 3.0059e-02, PNorm = 124.9815, GNorm = 1.0004, lr_0 = 9.9975e-04
Validation prc-auc = 0.031720
Epoch 940
Loss = 2.0909e-02, PNorm = 125.0596, GNorm = 0.6135, lr_0 = 9.9975e-04
Validation prc-auc = 0.031176
Epoch 941
Loss = 5.9363e-02, PNorm = 125.1316, GNorm = 1.6776, lr_0 = 9.9975e-04
Validation prc-auc = 0.041628
Epoch 942
Loss = 6.9795e-02, PNorm = 125.2193, GNorm = 2.8204, lr_0 = 9.9975e-04
Validation prc-auc = 0.053335
Epoch 943
Loss = 3.5203e-02, PNorm = 125.3833, GNorm = 0.1132, lr_0 = 9.9975e-04
Validation prc-auc = 0.032583
Epoch 944
Loss = 6.0208e-02, PNorm = 125.4901, GNorm = 0.5635, lr_0 = 9.9975e-04
Validation prc-auc = 0.028646
Epoch 945
Loss = 4.0370e-02, PNorm = 125.5926, GNorm = 0.9546, lr_0 = 9.9974e-04
Validation prc-auc = 0.020315
Epoch 946
Loss = 7.2762e-03, PNorm = 125.6869, GNorm = 0.0204, lr_0 = 9.9974e-04
Validation prc-auc = 0.020825
Epoch 947
Loss = 1.9771e-02, PNorm = 125.7612, GNorm = 0.7200, lr_0 = 9.9974e-04
Validation prc-auc = 0.030154
Epoch 948
Loss = 2.8531e-02, PNorm = 125.8277, GNorm = 0.8424, lr_0 = 9.9974e-04
Validation prc-auc = 0.022993
Epoch 949
Loss = 6.1445e-02, PNorm = 125.9046, GNorm = 1.7196, lr_0 = 9.9974e-04
Loss = 2.6991e-02, PNorm = 125.9722, GNorm = 0.4915, lr_0 = 9.9974e-04
Validation prc-auc = 0.029545
Epoch 950
Loss = 3.1872e-02, PNorm = 126.0339, GNorm = 0.3291, lr_0 = 9.9974e-04
Validation prc-auc = 0.043286
Epoch 951
Loss = 3.2953e-02, PNorm = 126.1078, GNorm = 0.0247, lr_0 = 9.9974e-04
Validation prc-auc = 0.027882
Epoch 952
Loss = 5.0017e-02, PNorm = 126.1731, GNorm = 2.3187, lr_0 = 9.9974e-04
Validation prc-auc = 0.022157
Epoch 953
Loss = 4.2561e-02, PNorm = 126.2632, GNorm = 0.2959, lr_0 = 9.9974e-04
Validation prc-auc = 0.018041
Epoch 954
Loss = 2.9356e-02, PNorm = 126.3419, GNorm = 1.8580, lr_0 = 9.9974e-04
Validation prc-auc = 0.019990
Epoch 955
Loss = 6.8881e-02, PNorm = 126.4085, GNorm = 0.8703, lr_0 = 9.9974e-04
Validation prc-auc = 0.027637
Epoch 956
Loss = 3.5171e-02, PNorm = 126.5271, GNorm = 0.9228, lr_0 = 9.9974e-04
Validation prc-auc = 0.032315
Epoch 957
Loss = 1.1245e-02, PNorm = 126.6559, GNorm = 0.6137, lr_0 = 9.9974e-04
Validation prc-auc = 0.034763
Epoch 958
Loss = 5.4802e-03, PNorm = 126.7623, GNorm = 0.0984, lr_0 = 9.9973e-04
Validation prc-auc = 0.032436
Epoch 959
Loss = 1.3220e-02, PNorm = 126.8489, GNorm = 0.8738, lr_0 = 9.9973e-04
Loss = 2.9390e-02, PNorm = 126.9635, GNorm = 0.0188, lr_0 = 9.9973e-04
Validation prc-auc = 0.026409
Epoch 960
Loss = 1.0822e-02, PNorm = 127.0450, GNorm = 0.1547, lr_0 = 9.9973e-04
Validation prc-auc = 0.022396
Epoch 961
Loss = 1.9950e-02, PNorm = 127.0981, GNorm = 1.3547, lr_0 = 9.9973e-04
Validation prc-auc = 0.024180
Epoch 962
Loss = 1.6653e-02, PNorm = 127.1607, GNorm = 0.8756, lr_0 = 9.9973e-04
Validation prc-auc = 0.023727
Epoch 963
Loss = 4.3181e-02, PNorm = 127.2231, GNorm = 1.4590, lr_0 = 9.9973e-04
Validation prc-auc = 0.029812
Epoch 964
Loss = 3.6945e-02, PNorm = 127.2875, GNorm = 0.9129, lr_0 = 9.9973e-04
Validation prc-auc = 0.029539
Epoch 965
Loss = 3.6651e-02, PNorm = 127.3787, GNorm = 1.2822, lr_0 = 9.9973e-04
Validation prc-auc = 0.020944
Epoch 966
Loss = 6.6613e-03, PNorm = 127.4475, GNorm = 0.3435, lr_0 = 9.9973e-04
Validation prc-auc = 0.030039
Epoch 967
Loss = 6.4579e-02, PNorm = 127.5083, GNorm = 1.9476, lr_0 = 9.9973e-04
Validation prc-auc = 0.031972
Epoch 968
Loss = 1.8663e-02, PNorm = 127.6265, GNorm = 0.6037, lr_0 = 9.9973e-04
Validation prc-auc = 0.028716
Epoch 969
Loss = 3.1722e-02, PNorm = 127.7351, GNorm = 1.2293, lr_0 = 9.9973e-04
Loss = 5.4823e-02, PNorm = 127.8244, GNorm = 1.3398, lr_0 = 9.9973e-04
Validation prc-auc = 0.030924
Epoch 970
Loss = 3.5329e-02, PNorm = 127.9203, GNorm = 1.1821, lr_0 = 9.9973e-04
Validation prc-auc = 0.029806
Epoch 971
Loss = 4.0557e-02, PNorm = 128.0209, GNorm = 1.4410, lr_0 = 9.9972e-04
Validation prc-auc = 0.034599
Epoch 972
Loss = 4.3348e-02, PNorm = 128.1134, GNorm = 1.4867, lr_0 = 9.9972e-04
Validation prc-auc = 0.034546
Epoch 973
Loss = 6.1280e-02, PNorm = 128.2162, GNorm = 0.0895, lr_0 = 9.9972e-04
Validation prc-auc = 0.028997
Epoch 974
Loss = 6.5857e-02, PNorm = 128.3456, GNorm = 0.7467, lr_0 = 9.9972e-04
Validation prc-auc = 0.027439
Epoch 975
Loss = 6.7541e-02, PNorm = 128.4805, GNorm = 1.3955, lr_0 = 9.9972e-04
Validation prc-auc = 0.030010
Epoch 976
Loss = 5.7501e-02, PNorm = 128.6156, GNorm = 0.3490, lr_0 = 9.9972e-04
Validation prc-auc = 0.029895
Epoch 977
Loss = 3.3223e-02, PNorm = 128.7558, GNorm = 1.5785, lr_0 = 9.9972e-04
Validation prc-auc = 0.024386
Epoch 978
Loss = 2.3439e-02, PNorm = 128.8631, GNorm = 0.5532, lr_0 = 9.9972e-04
Validation prc-auc = 0.040382
Epoch 979
Loss = 3.0833e-03, PNorm = 128.9605, GNorm = 0.0906, lr_0 = 9.9972e-04
Loss = 2.5624e-02, PNorm = 129.0262, GNorm = 1.1891, lr_0 = 9.9972e-04
Validation prc-auc = 0.052227
Epoch 980
Loss = 3.3088e-02, PNorm = 129.0960, GNorm = 0.1141, lr_0 = 9.9972e-04
Validation prc-auc = 0.063103
Epoch 981
Loss = 4.1868e-02, PNorm = 129.1690, GNorm = 0.7261, lr_0 = 9.9972e-04
Validation prc-auc = 0.064539
Epoch 982
Loss = 3.8859e-02, PNorm = 129.2724, GNorm = 0.2199, lr_0 = 9.9972e-04
Validation prc-auc = 0.050037
Epoch 983
Loss = 3.5137e-02, PNorm = 129.3506, GNorm = 1.7883, lr_0 = 9.9972e-04
Validation prc-auc = 0.062078
Epoch 984
Loss = 2.2396e-02, PNorm = 129.4458, GNorm = 0.2710, lr_0 = 9.9971e-04
Validation prc-auc = 0.071907
Epoch 985
Loss = 9.1238e-02, PNorm = 129.5148, GNorm = 1.7176, lr_0 = 9.9971e-04
Validation prc-auc = 0.067740
Epoch 986
Loss = 4.9938e-02, PNorm = 129.6473, GNorm = 1.1876, lr_0 = 9.9971e-04
Validation prc-auc = 0.031090
Epoch 987
Loss = 4.6252e-02, PNorm = 129.7817, GNorm = 0.4161, lr_0 = 9.9971e-04
Validation prc-auc = 0.038563
Epoch 988
Loss = 9.1747e-02, PNorm = 129.8940, GNorm = 0.1211, lr_0 = 9.9971e-04
Validation prc-auc = 0.043132
Epoch 989
Loss = 1.4365e-02, PNorm = 129.9868, GNorm = 0.9095, lr_0 = 9.9971e-04
Loss = 4.6503e-02, PNorm = 130.0697, GNorm = 1.5146, lr_0 = 9.9971e-04
Validation prc-auc = 0.025592
Epoch 990
Loss = 6.0631e-02, PNorm = 130.2094, GNorm = 1.1668, lr_0 = 9.9971e-04
Validation prc-auc = 0.041560
Epoch 991
Loss = 2.0540e-02, PNorm = 130.3353, GNorm = 0.6666, lr_0 = 9.9971e-04
Validation prc-auc = 0.066701
Epoch 992
Loss = 2.4581e-02, PNorm = 130.4464, GNorm = 0.2350, lr_0 = 9.9971e-04
Validation prc-auc = 0.069800
Epoch 993
Loss = 9.6093e-02, PNorm = 130.5239, GNorm = 2.1135, lr_0 = 9.9971e-04
Validation prc-auc = 0.043000
Epoch 994
Loss = 5.8150e-02, PNorm = 130.6639, GNorm = 1.9207, lr_0 = 9.9971e-04
Validation prc-auc = 0.044574
Epoch 995
Loss = 3.0913e-02, PNorm = 130.7733, GNorm = 0.8140, lr_0 = 9.9971e-04
Validation prc-auc = 0.047273
Epoch 996
Loss = 3.3762e-02, PNorm = 130.8626, GNorm = 1.3674, lr_0 = 9.9971e-04
Validation prc-auc = 0.049659
Epoch 997
Loss = 9.2908e-02, PNorm = 130.9547, GNorm = 1.5690, lr_0 = 9.9971e-04
Validation prc-auc = 0.055628
Epoch 998
Loss = 1.3401e-02, PNorm = 131.0249, GNorm = 0.1703, lr_0 = 9.9970e-04
Validation prc-auc = 0.052378
Epoch 999
Loss = 3.2605e-03, PNorm = 131.0959, GNorm = 0.0891, lr_0 = 9.9970e-04
Loss = 2.7328e-02, PNorm = 131.1638, GNorm = 0.6327, lr_0 = 9.9970e-04
Validation prc-auc = 0.049610
Epoch 1000
Loss = 5.3514e-02, PNorm = 131.2300, GNorm = 0.4904, lr_0 = 9.9970e-04
Validation prc-auc = 0.046482
Epoch 1001
Loss = 4.2002e-02, PNorm = 131.3347, GNorm = 1.6676, lr_0 = 9.9970e-04
Validation prc-auc = 0.041624
Epoch 1002
Loss = 4.6466e-02, PNorm = 131.4580, GNorm = 2.6365, lr_0 = 9.9970e-04
Validation prc-auc = 0.043504
Epoch 1003
Loss = 5.0815e-02, PNorm = 131.5943, GNorm = 0.6219, lr_0 = 9.9970e-04
Validation prc-auc = 0.035672
Epoch 1004
Loss = 8.0101e-02, PNorm = 131.6842, GNorm = 1.1186, lr_0 = 9.9970e-04
Validation prc-auc = 0.045280
Epoch 1005
Loss = 2.8670e-02, PNorm = 131.7838, GNorm = 0.3125, lr_0 = 9.9970e-04
Validation prc-auc = 0.052293
Epoch 1006
Loss = 2.7037e-02, PNorm = 131.8808, GNorm = 0.6765, lr_0 = 9.9970e-04
Validation prc-auc = 0.062077
Epoch 1007
Loss = 1.6780e-02, PNorm = 131.9798, GNorm = 0.0767, lr_0 = 9.9970e-04
Validation prc-auc = 0.065058
Epoch 1008
Loss = 2.6277e-02, PNorm = 132.0618, GNorm = 0.8820, lr_0 = 9.9970e-04
Validation prc-auc = 0.076204
Epoch 1009
Loss = 1.1639e-01, PNorm = 132.1132, GNorm = 1.3765, lr_0 = 9.9970e-04
Loss = 5.6791e-02, PNorm = 132.1776, GNorm = 0.1633, lr_0 = 9.9970e-04
Validation prc-auc = 0.083710
Epoch 1010
Loss = 1.5290e-02, PNorm = 132.2481, GNorm = 0.2165, lr_0 = 9.9969e-04
Validation prc-auc = 0.076914
Epoch 1011
Loss = 5.6702e-02, PNorm = 132.3134, GNorm = 0.1716, lr_0 = 9.9969e-04
Validation prc-auc = 0.066846
Epoch 1012
Loss = 6.2574e-02, PNorm = 132.4088, GNorm = 0.7733, lr_0 = 9.9969e-04
Validation prc-auc = 0.053473
Epoch 1013
Loss = 5.2719e-02, PNorm = 132.5017, GNorm = 0.0273, lr_0 = 9.9969e-04
Validation prc-auc = 0.061596
Epoch 1014
Loss = 3.4485e-02, PNorm = 132.6156, GNorm = 1.1708, lr_0 = 9.9969e-04
Validation prc-auc = 0.052811
Epoch 1015
Loss = 1.5414e-02, PNorm = 132.7142, GNorm = 0.3605, lr_0 = 9.9969e-04
Validation prc-auc = 0.039994
Epoch 1016
Loss = 1.6000e-02, PNorm = 132.7855, GNorm = 0.0998, lr_0 = 9.9969e-04
Validation prc-auc = 0.039205
Epoch 1017
Loss = 1.6264e-02, PNorm = 132.8454, GNorm = 0.7738, lr_0 = 9.9969e-04
Validation prc-auc = 0.045783
Epoch 1018
Loss = 5.2541e-02, PNorm = 132.9422, GNorm = 1.2815, lr_0 = 9.9969e-04
Validation prc-auc = 0.049343
Epoch 1019
Loss = 1.1724e-03, PNorm = 133.0190, GNorm = 0.0368, lr_0 = 9.9969e-04
Loss = 2.7615e-02, PNorm = 133.0679, GNorm = 1.4724, lr_0 = 9.9969e-04
Validation prc-auc = 0.041387
Epoch 1020
Loss = 3.2475e-02, PNorm = 133.1250, GNorm = 2.0405, lr_0 = 9.9969e-04
Validation prc-auc = 0.047976
Epoch 1021
Loss = 1.3170e-02, PNorm = 133.2042, GNorm = 0.7261, lr_0 = 9.9969e-04
Validation prc-auc = 0.056065
Epoch 1022
Loss = 2.3081e-02, PNorm = 133.2817, GNorm = 0.4365, lr_0 = 9.9969e-04
Validation prc-auc = 0.061892
Epoch 1023
Loss = 4.3898e-02, PNorm = 133.3689, GNorm = 2.1454, lr_0 = 9.9969e-04
Validation prc-auc = 0.057511
Epoch 1024
Loss = 2.5447e-02, PNorm = 133.4668, GNorm = 0.3204, lr_0 = 9.9968e-04
Validation prc-auc = 0.053319
Epoch 1025
Loss = 5.5483e-02, PNorm = 133.5681, GNorm = 1.8164, lr_0 = 9.9968e-04
Validation prc-auc = 0.062864
Epoch 1026
Loss = 3.8101e-02, PNorm = 133.6226, GNorm = 0.7326, lr_0 = 9.9968e-04
Validation prc-auc = 0.063105
Epoch 1027
Loss = 9.7155e-03, PNorm = 133.6866, GNorm = 0.1705, lr_0 = 9.9968e-04
Validation prc-auc = 0.057538
Epoch 1028
Loss = 4.8936e-03, PNorm = 133.7464, GNorm = 0.1315, lr_0 = 9.9968e-04
Validation prc-auc = 0.063485
Epoch 1029
Loss = 3.5942e-02, PNorm = 133.7960, GNorm = 1.2692, lr_0 = 9.9968e-04
Loss = 2.7530e-02, PNorm = 133.9074, GNorm = 0.4267, lr_0 = 9.9968e-04
Validation prc-auc = 0.055258
Epoch 1030
Loss = 2.7785e-02, PNorm = 133.9949, GNorm = 0.9965, lr_0 = 9.9968e-04
Validation prc-auc = 0.037706
Epoch 1031
Loss = 5.8119e-02, PNorm = 134.0800, GNorm = 1.1209, lr_0 = 9.9968e-04
Validation prc-auc = 0.048731
Epoch 1032
Loss = 2.2802e-02, PNorm = 134.1987, GNorm = 0.8826, lr_0 = 9.9968e-04
Validation prc-auc = 0.052317
Epoch 1033
Loss = 2.2306e-02, PNorm = 134.2958, GNorm = 0.1457, lr_0 = 9.9968e-04
Validation prc-auc = 0.035832
Epoch 1034
Loss = 2.7353e-02, PNorm = 134.3890, GNorm = 0.0728, lr_0 = 9.9968e-04
Validation prc-auc = 0.033647
Epoch 1035
Loss = 8.9948e-02, PNorm = 134.4954, GNorm = 1.5087, lr_0 = 9.9968e-04
Validation prc-auc = 0.051051
Epoch 1036
Loss = 2.4120e-02, PNorm = 134.6274, GNorm = 1.3056, lr_0 = 9.9968e-04
Validation prc-auc = 0.051947
Epoch 1037
Loss = 3.0796e-02, PNorm = 134.7314, GNorm = 0.1920, lr_0 = 9.9968e-04
Validation prc-auc = 0.063146
Epoch 1038
Loss = 2.3775e-02, PNorm = 134.8263, GNorm = 0.6869, lr_0 = 9.9967e-04
Validation prc-auc = 0.046887
Epoch 1039
Loss = 1.6380e-01, PNorm = 134.9035, GNorm = 2.2980, lr_0 = 9.9967e-04
Loss = 3.5696e-02, PNorm = 134.9809, GNorm = 1.9386, lr_0 = 9.9967e-04
Validation prc-auc = 0.027102
Epoch 1040
Loss = 4.6150e-02, PNorm = 135.0783, GNorm = 0.1575, lr_0 = 9.9967e-04
Validation prc-auc = 0.038525
Epoch 1041
Loss = 4.1348e-02, PNorm = 135.1527, GNorm = 1.5289, lr_0 = 9.9967e-04
Validation prc-auc = 0.044972
Epoch 1042
Loss = 3.0366e-02, PNorm = 135.2352, GNorm = 1.4114, lr_0 = 9.9967e-04
Validation prc-auc = 0.051049
Epoch 1043
Loss = 4.6313e-02, PNorm = 135.2986, GNorm = 2.0016, lr_0 = 9.9967e-04
Validation prc-auc = 0.050717
Epoch 1044
Loss = 2.6548e-02, PNorm = 135.3792, GNorm = 1.6633, lr_0 = 9.9967e-04
Validation prc-auc = 0.040513
Epoch 1045
Loss = 3.6147e-02, PNorm = 135.4420, GNorm = 2.9074, lr_0 = 9.9967e-04
Validation prc-auc = 0.039881
Epoch 1046
Loss = 7.1962e-03, PNorm = 135.5281, GNorm = 0.3655, lr_0 = 9.9967e-04
Validation prc-auc = 0.038580
Epoch 1047
Loss = 3.7964e-02, PNorm = 135.5982, GNorm = 1.1643, lr_0 = 9.9967e-04
Validation prc-auc = 0.045544
Epoch 1048
Loss = 5.0641e-02, PNorm = 135.6938, GNorm = 1.1728, lr_0 = 9.9967e-04
Validation prc-auc = 0.045300
Epoch 1049
Loss = 1.4295e-02, PNorm = 135.8198, GNorm = 0.5163, lr_0 = 9.9967e-04
Loss = 4.2983e-02, PNorm = 135.9105, GNorm = 1.4528, lr_0 = 9.9967e-04
Validation prc-auc = 0.039289
Epoch 1050
Loss = 3.1467e-02, PNorm = 136.0106, GNorm = 2.4414, lr_0 = 9.9966e-04
Validation prc-auc = 0.051628
Epoch 1051
Loss = 2.5582e-02, PNorm = 136.0977, GNorm = 1.5704, lr_0 = 9.9966e-04
Validation prc-auc = 0.052867
Epoch 1052
Loss = 5.9326e-02, PNorm = 136.1841, GNorm = 0.3163, lr_0 = 9.9966e-04
Validation prc-auc = 0.050575
Epoch 1053
Loss = 7.7683e-03, PNorm = 136.2630, GNorm = 0.1786, lr_0 = 9.9966e-04
Validation prc-auc = 0.045195
Epoch 1054
Loss = 2.9579e-02, PNorm = 136.3302, GNorm = 0.6100, lr_0 = 9.9966e-04
Validation prc-auc = 0.041695
Epoch 1055
Loss = 6.2293e-02, PNorm = 136.4331, GNorm = 0.9738, lr_0 = 9.9966e-04
Validation prc-auc = 0.045377
Epoch 1056
Loss = 3.6380e-02, PNorm = 136.5651, GNorm = 1.2406, lr_0 = 9.9966e-04
Validation prc-auc = 0.041559
Epoch 1057
Loss = 3.1145e-02, PNorm = 136.6695, GNorm = 1.1440, lr_0 = 9.9966e-04
Validation prc-auc = 0.018653
Epoch 1058
Loss = 3.9527e-02, PNorm = 136.8026, GNorm = 0.9092, lr_0 = 9.9966e-04
Validation prc-auc = 0.035650
Epoch 1059
Loss = 1.7897e-01, PNorm = 136.9593, GNorm = 2.2090, lr_0 = 9.9966e-04
Loss = 3.2533e-02, PNorm = 137.0965, GNorm = 0.1908, lr_0 = 9.9966e-04
Validation prc-auc = 0.055052
Epoch 1060
Loss = 5.9812e-02, PNorm = 137.2287, GNorm = 1.3882, lr_0 = 9.9966e-04
Validation prc-auc = 0.057299
Epoch 1061
Loss = 8.7338e-02, PNorm = 137.3712, GNorm = 3.0893, lr_0 = 9.9966e-04
Validation prc-auc = 0.043239
Epoch 1062
Loss = 2.5169e-02, PNorm = 137.5571, GNorm = 0.1564, lr_0 = 9.9966e-04
Validation prc-auc = 0.046296
Epoch 1063
Loss = 6.6683e-02, PNorm = 137.6752, GNorm = 1.4974, lr_0 = 9.9966e-04
Validation prc-auc = 0.039375
Epoch 1064
Loss = 1.9727e-02, PNorm = 137.7884, GNorm = 0.7666, lr_0 = 9.9965e-04
Validation prc-auc = 0.029928
Epoch 1065
Loss = 1.8446e-02, PNorm = 137.8751, GNorm = 0.4095, lr_0 = 9.9965e-04
Validation prc-auc = 0.034848
Epoch 1066
Loss = 2.5062e-02, PNorm = 137.9707, GNorm = 1.3972, lr_0 = 9.9965e-04
Validation prc-auc = 0.037657
Epoch 1067
Loss = 1.9520e-02, PNorm = 138.0490, GNorm = 0.7059, lr_0 = 9.9965e-04
Validation prc-auc = 0.028176
Epoch 1068
Loss = 6.7653e-02, PNorm = 138.1356, GNorm = 0.2011, lr_0 = 9.9965e-04
Validation prc-auc = 0.032846
Epoch 1069
Loss = 2.3667e-02, PNorm = 138.2092, GNorm = 0.5656, lr_0 = 9.9965e-04
Loss = 1.4085e-02, PNorm = 138.2737, GNorm = 0.1392, lr_0 = 9.9965e-04
Validation prc-auc = 0.038466
Epoch 1070
Loss = 1.8754e-02, PNorm = 138.3288, GNorm = 0.0622, lr_0 = 9.9965e-04
Validation prc-auc = 0.044939
Epoch 1071
Loss = 3.7904e-02, PNorm = 138.3740, GNorm = 1.1243, lr_0 = 9.9965e-04
Validation prc-auc = 0.053553
Epoch 1072
Loss = 4.8227e-02, PNorm = 138.4699, GNorm = 0.3915, lr_0 = 9.9965e-04
Validation prc-auc = 0.064468
Epoch 1073
Loss = 2.6059e-02, PNorm = 138.5626, GNorm = 0.3035, lr_0 = 9.9965e-04
Validation prc-auc = 0.072434
Epoch 1074
Loss = 1.5041e-02, PNorm = 138.6497, GNorm = 0.7452, lr_0 = 9.9965e-04
Validation prc-auc = 0.058893
Epoch 1075
Loss = 1.9458e-02, PNorm = 138.7054, GNorm = 0.1107, lr_0 = 9.9965e-04
Validation prc-auc = 0.058860
Epoch 1076
Loss = 2.2629e-02, PNorm = 138.7457, GNorm = 1.0984, lr_0 = 9.9965e-04
Validation prc-auc = 0.061039
Epoch 1077
Loss = 1.5378e-02, PNorm = 138.8107, GNorm = 0.6481, lr_0 = 9.9964e-04
Validation prc-auc = 0.040912
Epoch 1078
Loss = 8.2473e-03, PNorm = 138.8840, GNorm = 0.2162, lr_0 = 9.9964e-04
Validation prc-auc = 0.033597
Epoch 1079
Loss = 4.7899e-02, PNorm = 138.9338, GNorm = 1.0794, lr_0 = 9.9964e-04
Loss = 2.9248e-02, PNorm = 139.0088, GNorm = 1.8069, lr_0 = 9.9964e-04
Validation prc-auc = 0.028437
Epoch 1080
Loss = 3.5942e-02, PNorm = 139.0957, GNorm = 0.8126, lr_0 = 9.9964e-04
Validation prc-auc = 0.034780
Epoch 1081
Loss = 3.6849e-02, PNorm = 139.2046, GNorm = 1.2907, lr_0 = 9.9964e-04
Validation prc-auc = 0.048665
Epoch 1082
Loss = 2.3877e-02, PNorm = 139.2861, GNorm = 1.1987, lr_0 = 9.9964e-04
Validation prc-auc = 0.052450
Epoch 1083
Loss = 2.4948e-02, PNorm = 139.3509, GNorm = 0.4099, lr_0 = 9.9964e-04
Validation prc-auc = 0.051761
Epoch 1084
Loss = 2.6904e-02, PNorm = 139.3970, GNorm = 0.8357, lr_0 = 9.9964e-04
Validation prc-auc = 0.036402
Epoch 1085
Loss = 7.4969e-02, PNorm = 139.4796, GNorm = 6.7889, lr_0 = 9.9964e-04
Validation prc-auc = 0.040822
Epoch 1086
Loss = 1.3833e-02, PNorm = 139.5986, GNorm = 0.2477, lr_0 = 9.9964e-04
Validation prc-auc = 0.030347
Epoch 1087
Loss = 2.2076e-02, PNorm = 139.6950, GNorm = 0.9381, lr_0 = 9.9964e-04
Validation prc-auc = 0.047256
Epoch 1088
Loss = 1.9189e-02, PNorm = 139.8046, GNorm = 0.4395, lr_0 = 9.9964e-04
Validation prc-auc = 0.038482
Epoch 1089
Loss = 1.1677e-01, PNorm = 139.8963, GNorm = 1.6574, lr_0 = 9.9964e-04
Loss = 3.3854e-02, PNorm = 139.9760, GNorm = 0.3306, lr_0 = 9.9964e-04
Validation prc-auc = 0.042473
Epoch 1090
Loss = 7.3563e-02, PNorm = 140.0590, GNorm = 3.1055, lr_0 = 9.9963e-04
Validation prc-auc = 0.041531
Epoch 1091
Loss = 5.5265e-02, PNorm = 140.1653, GNorm = 0.6294, lr_0 = 9.9963e-04
Validation prc-auc = 0.036550
Epoch 1092
Loss = 3.4333e-02, PNorm = 140.2743, GNorm = 0.8740, lr_0 = 9.9963e-04
Validation prc-auc = 0.039436
Epoch 1093
Loss = 2.0995e-02, PNorm = 140.3648, GNorm = 1.5266, lr_0 = 9.9963e-04
Validation prc-auc = 0.039991
Epoch 1094
Loss = 4.6823e-02, PNorm = 140.4515, GNorm = 2.4540, lr_0 = 9.9963e-04
Validation prc-auc = 0.050457
Epoch 1095
Loss = 5.9241e-02, PNorm = 140.5695, GNorm = 0.9561, lr_0 = 9.9963e-04
Validation prc-auc = 0.053640
Epoch 1096
Loss = 4.3458e-02, PNorm = 140.6561, GNorm = 0.6539, lr_0 = 9.9963e-04
Validation prc-auc = 0.051969
Epoch 1097
Loss = 3.4842e-02, PNorm = 140.7583, GNorm = 0.6264, lr_0 = 9.9963e-04
Validation prc-auc = 0.049898
Epoch 1098
Loss = 2.0915e-02, PNorm = 140.8392, GNorm = 0.9275, lr_0 = 9.9963e-04
Validation prc-auc = 0.053600
Epoch 1099
Loss = 8.5903e-03, PNorm = 140.9197, GNorm = 0.4510, lr_0 = 9.9963e-04
Loss = 2.3659e-02, PNorm = 140.9762, GNorm = 0.6502, lr_0 = 9.9963e-04
Validation prc-auc = 0.060650
Epoch 1100
Loss = 1.3914e-02, PNorm = 141.0297, GNorm = 1.1759, lr_0 = 9.9963e-04
Validation prc-auc = 0.058012
Epoch 1101
Loss = 1.9624e-02, PNorm = 141.0899, GNorm = 0.7175, lr_0 = 9.9963e-04
Validation prc-auc = 0.051402
Epoch 1102
Loss = 2.1919e-02, PNorm = 141.1519, GNorm = 0.1696, lr_0 = 9.9963e-04
Validation prc-auc = 0.065884
Epoch 1103
Loss = 4.2786e-02, PNorm = 141.2019, GNorm = 0.4220, lr_0 = 9.9962e-04
Validation prc-auc = 0.046522
Epoch 1104
Loss = 4.6952e-02, PNorm = 141.2769, GNorm = 0.5903, lr_0 = 9.9962e-04
Validation prc-auc = 0.048228
Epoch 1105
Loss = 1.2872e-02, PNorm = 141.3417, GNorm = 0.7078, lr_0 = 9.9962e-04
Validation prc-auc = 0.053689
Epoch 1106
Loss = 5.2812e-02, PNorm = 141.3866, GNorm = 0.1623, lr_0 = 9.9962e-04
Validation prc-auc = 0.050962
Epoch 1107
Loss = 2.2989e-02, PNorm = 141.4343, GNorm = 0.9070, lr_0 = 9.9962e-04
Validation prc-auc = 0.032381
Epoch 1108
Loss = 2.3188e-02, PNorm = 141.5020, GNorm = 0.5064, lr_0 = 9.9962e-04
Validation prc-auc = 0.030332
Epoch 1109
Loss = 5.6258e-02, PNorm = 141.5603, GNorm = 1.7058, lr_0 = 9.9962e-04
Loss = 3.6646e-02, PNorm = 141.6305, GNorm = 1.4285, lr_0 = 9.9962e-04
Validation prc-auc = 0.036772
Epoch 1110
Loss = 5.9585e-02, PNorm = 141.7170, GNorm = 0.4621, lr_0 = 9.9962e-04
Validation prc-auc = 0.039303
Epoch 1111
Loss = 3.8268e-02, PNorm = 141.8195, GNorm = 1.2291, lr_0 = 9.9962e-04
Validation prc-auc = 0.019916
Epoch 1112
Loss = 4.4566e-02, PNorm = 141.8937, GNorm = 1.8941, lr_0 = 9.9962e-04
Validation prc-auc = 0.032147
Epoch 1113
Loss = 3.4723e-02, PNorm = 141.9769, GNorm = 1.1221, lr_0 = 9.9962e-04
Validation prc-auc = 0.060561
Epoch 1114
Loss = 4.3087e-02, PNorm = 142.0565, GNorm = 1.1165, lr_0 = 9.9962e-04
Validation prc-auc = 0.071433
Epoch 1115
Loss = 8.5928e-02, PNorm = 142.1306, GNorm = 1.8348, lr_0 = 9.9962e-04
Validation prc-auc = 0.041650
Epoch 1116
Loss = 2.4320e-02, PNorm = 142.2223, GNorm = 0.2138, lr_0 = 9.9962e-04
Validation prc-auc = 0.036920
Epoch 1117
Loss = 1.7135e-02, PNorm = 142.2967, GNorm = 0.6814, lr_0 = 9.9961e-04
Validation prc-auc = 0.044363
Epoch 1118
Loss = 9.4912e-02, PNorm = 142.3732, GNorm = 1.3461, lr_0 = 9.9961e-04
Validation prc-auc = 0.048451
Epoch 1119
Loss = 4.4527e-03, PNorm = 142.4468, GNorm = 0.0987, lr_0 = 9.9961e-04
Loss = 6.3003e-02, PNorm = 142.5284, GNorm = 0.6096, lr_0 = 9.9961e-04
Validation prc-auc = 0.065145
Epoch 1120
Loss = 2.2239e-02, PNorm = 142.6154, GNorm = 0.2178, lr_0 = 9.9961e-04
Validation prc-auc = 0.047624
Epoch 1121
Loss = 3.6375e-02, PNorm = 142.6887, GNorm = 0.2059, lr_0 = 9.9961e-04
Validation prc-auc = 0.054174
Epoch 1122
Loss = 5.7074e-02, PNorm = 142.7607, GNorm = 0.6528, lr_0 = 9.9961e-04
Validation prc-auc = 0.044733
Epoch 1123
Loss = 4.3265e-02, PNorm = 142.8468, GNorm = 0.3265, lr_0 = 9.9961e-04
Validation prc-auc = 0.044325
Epoch 1124
Loss = 2.3319e-02, PNorm = 142.9327, GNorm = 0.9080, lr_0 = 9.9961e-04
Validation prc-auc = 0.048628
Epoch 1125
Loss = 1.7319e-02, PNorm = 143.0078, GNorm = 0.8656, lr_0 = 9.9961e-04
Validation prc-auc = 0.047523
Epoch 1126
Loss = 2.5188e-02, PNorm = 143.0881, GNorm = 0.1385, lr_0 = 9.9961e-04
Validation prc-auc = 0.033947
Epoch 1127
Loss = 2.5096e-02, PNorm = 143.1609, GNorm = 0.8102, lr_0 = 9.9961e-04
Validation prc-auc = 0.051747
Epoch 1128
Loss = 4.1077e-02, PNorm = 143.2505, GNorm = 0.2506, lr_0 = 9.9961e-04
Validation prc-auc = 0.050446
Epoch 1129
Loss = 2.1190e-01, PNorm = 143.3580, GNorm = 1.4136, lr_0 = 9.9961e-04
Loss = 4.3609e-02, PNorm = 143.4856, GNorm = 0.4871, lr_0 = 9.9960e-04
Validation prc-auc = 0.050841
Epoch 1130
Loss = 2.0218e-02, PNorm = 143.5989, GNorm = 0.2409, lr_0 = 9.9960e-04
Validation prc-auc = 0.040489
Epoch 1131
Loss = 2.8394e-02, PNorm = 143.6647, GNorm = 0.3300, lr_0 = 9.9960e-04
Validation prc-auc = 0.035575
Epoch 1132
Loss = 2.6205e-02, PNorm = 143.7268, GNorm = 0.0382, lr_0 = 9.9960e-04
Validation prc-auc = 0.043616
Epoch 1133
Loss = 2.1732e-02, PNorm = 143.7808, GNorm = 0.9107, lr_0 = 9.9960e-04
Validation prc-auc = 0.066076
Epoch 1134
Loss = 1.2516e-02, PNorm = 143.8501, GNorm = 0.2938, lr_0 = 9.9960e-04
Validation prc-auc = 0.070622
Epoch 1135
Loss = 1.8621e-02, PNorm = 143.9094, GNorm = 0.6705, lr_0 = 9.9960e-04
Validation prc-auc = 0.065364
Epoch 1136
Loss = 4.5569e-03, PNorm = 143.9593, GNorm = 0.1865, lr_0 = 9.9960e-04
Validation prc-auc = 0.061421
Epoch 1137
Loss = 3.1040e-02, PNorm = 143.9953, GNorm = 2.0576, lr_0 = 9.9960e-04
Validation prc-auc = 0.056940
Epoch 1138
Loss = 1.8011e-02, PNorm = 144.0322, GNorm = 1.8016, lr_0 = 9.9960e-04
Validation prc-auc = 0.059838
Epoch 1139
Loss = 2.7401e-02, PNorm = 144.0738, GNorm = 1.2098, lr_0 = 9.9960e-04
Loss = 1.8595e-02, PNorm = 144.1399, GNorm = 0.0635, lr_0 = 9.9960e-04
Validation prc-auc = 0.057442
Epoch 1140
Loss = 3.5979e-02, PNorm = 144.1775, GNorm = 0.6813, lr_0 = 9.9960e-04
Validation prc-auc = 0.048910
Epoch 1141
Loss = 4.4375e-02, PNorm = 144.2532, GNorm = 0.0679, lr_0 = 9.9960e-04
Validation prc-auc = 0.045898
Epoch 1142
Loss = 2.8262e-02, PNorm = 144.3305, GNorm = 1.9720, lr_0 = 9.9960e-04
Validation prc-auc = 0.033465
Epoch 1143
Loss = 2.4882e-02, PNorm = 144.3889, GNorm = 0.9700, lr_0 = 9.9959e-04
Validation prc-auc = 0.042148
Epoch 1144
Loss = 4.1689e-02, PNorm = 144.4533, GNorm = 1.2808, lr_0 = 9.9959e-04
Validation prc-auc = 0.057120
Epoch 1145
Loss = 5.3975e-02, PNorm = 144.5396, GNorm = 1.6009, lr_0 = 9.9959e-04
Validation prc-auc = 0.048427
Epoch 1146
Loss = 5.0796e-02, PNorm = 144.6334, GNorm = 0.8579, lr_0 = 9.9959e-04
Validation prc-auc = 0.044417
Epoch 1147
Loss = 1.2047e-02, PNorm = 144.7322, GNorm = 0.3082, lr_0 = 9.9959e-04
Validation prc-auc = 0.054116
Epoch 1148
Loss = 2.4736e-02, PNorm = 144.8248, GNorm = 0.3209, lr_0 = 9.9959e-04
Validation prc-auc = 0.033273
Epoch 1149
Loss = 1.5482e-01, PNorm = 144.9430, GNorm = 1.2250, lr_0 = 9.9959e-04
Loss = 4.2370e-02, PNorm = 145.0686, GNorm = 0.4637, lr_0 = 9.9959e-04
Validation prc-auc = 0.035973
Epoch 1150
Loss = 5.3806e-02, PNorm = 145.1879, GNorm = 0.8732, lr_0 = 9.9959e-04
Validation prc-auc = 0.049957
Epoch 1151
Loss = 7.8154e-03, PNorm = 145.2847, GNorm = 0.6136, lr_0 = 9.9959e-04
Validation prc-auc = 0.034174
Epoch 1152
Loss = 3.5549e-02, PNorm = 145.3512, GNorm = 0.7723, lr_0 = 9.9959e-04
Validation prc-auc = 0.030925
Epoch 1153
Loss = 9.2697e-02, PNorm = 145.4403, GNorm = 4.2810, lr_0 = 9.9959e-04
Validation prc-auc = 0.041343
Epoch 1154
Loss = 4.6899e-02, PNorm = 145.5849, GNorm = 1.5706, lr_0 = 9.9959e-04
Validation prc-auc = 0.044887
Epoch 1155
Loss = 7.3357e-02, PNorm = 145.7402, GNorm = 0.1355, lr_0 = 9.9959e-04
Validation prc-auc = 0.053009
Epoch 1156
Loss = 7.1223e-02, PNorm = 145.8746, GNorm = 0.9996, lr_0 = 9.9958e-04
Validation prc-auc = 0.070312
Epoch 1157
Loss = 1.3232e-02, PNorm = 145.9982, GNorm = 0.0755, lr_0 = 9.9958e-04
Validation prc-auc = 0.072004
Epoch 1158
Loss = 6.5601e-02, PNorm = 146.1081, GNorm = 1.1276, lr_0 = 9.9958e-04
Validation prc-auc = 0.068719
Epoch 1159
Loss = 6.5420e-02, PNorm = 146.2229, GNorm = 1.7008, lr_0 = 9.9958e-04
Loss = 7.4596e-02, PNorm = 146.3646, GNorm = 1.1893, lr_0 = 9.9958e-04
Validation prc-auc = 0.057343
Epoch 1160
Loss = 2.8009e-02, PNorm = 146.5098, GNorm = 0.9683, lr_0 = 9.9958e-04
Validation prc-auc = 0.057017
Epoch 1161
Loss = 2.2342e-02, PNorm = 146.5975, GNorm = 1.4794, lr_0 = 9.9958e-04
Validation prc-auc = 0.046094
Epoch 1162
Loss = 3.0581e-02, PNorm = 146.6657, GNorm = 0.5132, lr_0 = 9.9958e-04
Validation prc-auc = 0.039046
Epoch 1163
Loss = 3.1443e-02, PNorm = 146.7339, GNorm = 1.0163, lr_0 = 9.9958e-04
Validation prc-auc = 0.042055
Epoch 1164
Loss = 3.5815e-02, PNorm = 146.8049, GNorm = 0.5388, lr_0 = 9.9958e-04
Validation prc-auc = 0.052389
Epoch 1165
Loss = 3.8192e-02, PNorm = 146.8781, GNorm = 1.3877, lr_0 = 9.9958e-04
Validation prc-auc = 0.054776
Epoch 1166
Loss = 4.7724e-02, PNorm = 146.9379, GNorm = 0.1973, lr_0 = 9.9958e-04
Validation prc-auc = 0.064025
Epoch 1167
Loss = 3.8707e-02, PNorm = 147.0045, GNorm = 0.0922, lr_0 = 9.9958e-04
Validation prc-auc = 0.069499
Epoch 1168
Loss = 7.8653e-02, PNorm = 147.0566, GNorm = 0.4512, lr_0 = 9.9958e-04
Validation prc-auc = 0.072058
Epoch 1169
Loss = 4.7130e-02, PNorm = 147.1006, GNorm = 1.3276, lr_0 = 9.9958e-04
Loss = 5.2557e-02, PNorm = 147.1748, GNorm = 1.4662, lr_0 = 9.9957e-04
Validation prc-auc = 0.057381
Epoch 1170
Loss = 2.6492e-02, PNorm = 147.2655, GNorm = 0.1715, lr_0 = 9.9957e-04
Validation prc-auc = 0.054898
Epoch 1171
Loss = 5.4886e-02, PNorm = 147.3842, GNorm = 0.0661, lr_0 = 9.9957e-04
Validation prc-auc = 0.079226
Epoch 1172
Loss = 2.1060e-02, PNorm = 147.5151, GNorm = 0.6406, lr_0 = 9.9957e-04
Validation prc-auc = 0.075990
Epoch 1173
Loss = 4.0513e-02, PNorm = 147.6119, GNorm = 0.2517, lr_0 = 9.9957e-04
Validation prc-auc = 0.073075
Epoch 1174
Loss = 2.1633e-02, PNorm = 147.6822, GNorm = 0.7477, lr_0 = 9.9957e-04
Validation prc-auc = 0.062734
Epoch 1175
Loss = 5.7044e-02, PNorm = 147.7530, GNorm = 1.7358, lr_0 = 9.9957e-04
Validation prc-auc = 0.059467
Epoch 1176
Loss = 3.2843e-02, PNorm = 147.8070, GNorm = 1.2410, lr_0 = 9.9957e-04
Validation prc-auc = 0.057422
Epoch 1177
Loss = 1.6453e-02, PNorm = 147.8716, GNorm = 1.5695, lr_0 = 9.9957e-04
Validation prc-auc = 0.046342
Epoch 1178
Loss = 1.6084e-02, PNorm = 147.9389, GNorm = 0.7580, lr_0 = 9.9957e-04
Validation prc-auc = 0.028182
Epoch 1179
Loss = 1.4982e-02, PNorm = 147.9916, GNorm = 0.5946, lr_0 = 9.9957e-04
Loss = 2.0223e-02, PNorm = 148.0592, GNorm = 1.6381, lr_0 = 9.9957e-04
Validation prc-auc = 0.052242
Epoch 1180
Loss = 2.2288e-02, PNorm = 148.1243, GNorm = 0.3787, lr_0 = 9.9957e-04
Validation prc-auc = 0.045616
Epoch 1181
Loss = 1.9188e-02, PNorm = 148.1925, GNorm = 2.7515, lr_0 = 9.9957e-04
Validation prc-auc = 0.048796
Epoch 1182
Loss = 6.5912e-02, PNorm = 148.2690, GNorm = 0.9853, lr_0 = 9.9956e-04
Validation prc-auc = 0.057960
Epoch 1183
Loss = 1.5527e-02, PNorm = 148.3591, GNorm = 0.8090, lr_0 = 9.9956e-04
Validation prc-auc = 0.065925
Epoch 1184
Loss = 1.3977e-02, PNorm = 148.4193, GNorm = 0.0772, lr_0 = 9.9956e-04
Validation prc-auc = 0.089800
Epoch 1185
Loss = 2.8096e-02, PNorm = 148.4688, GNorm = 1.1264, lr_0 = 9.9956e-04
Validation prc-auc = 0.090855
Epoch 1186
Loss = 1.2063e-02, PNorm = 148.5278, GNorm = 0.1660, lr_0 = 9.9956e-04
Validation prc-auc = 0.082044
Epoch 1187
Loss = 2.2913e-03, PNorm = 148.5974, GNorm = 0.0425, lr_0 = 9.9956e-04
Validation prc-auc = 0.091711
Epoch 1188
Loss = 4.7555e-02, PNorm = 148.6530, GNorm = 1.5475, lr_0 = 9.9956e-04
Validation prc-auc = 0.089582
Epoch 1189
Loss = 1.0106e-01, PNorm = 148.7516, GNorm = 1.4937, lr_0 = 9.9956e-04
Loss = 4.2763e-02, PNorm = 148.8520, GNorm = 0.0457, lr_0 = 9.9956e-04
Validation prc-auc = 0.070347
Epoch 1190
Loss = 5.1488e-02, PNorm = 148.9388, GNorm = 0.7125, lr_0 = 9.9956e-04
Validation prc-auc = 0.045514
Epoch 1191
Loss = 1.5739e-02, PNorm = 149.0121, GNorm = 1.0350, lr_0 = 9.9956e-04
Validation prc-auc = 0.048181
Epoch 1192
Loss = 3.8912e-02, PNorm = 149.0619, GNorm = 0.0841, lr_0 = 9.9956e-04
Validation prc-auc = 0.031648
Epoch 1193
Loss = 3.7179e-03, PNorm = 149.0983, GNorm = 0.3946, lr_0 = 9.9956e-04
Validation prc-auc = 0.048016
Epoch 1194
Loss = 3.9917e-02, PNorm = 149.1349, GNorm = 1.2945, lr_0 = 9.9956e-04
Validation prc-auc = 0.055328
Epoch 1195
Loss = 1.1852e-02, PNorm = 149.1896, GNorm = 0.3646, lr_0 = 9.9956e-04
Validation prc-auc = 0.045000
Epoch 1196
Loss = 4.4054e-02, PNorm = 149.2334, GNorm = 0.1177, lr_0 = 9.9955e-04
Validation prc-auc = 0.027531
Epoch 1197
Loss = 5.6006e-02, PNorm = 149.2758, GNorm = 0.0758, lr_0 = 9.9955e-04
Validation prc-auc = 0.017245
Epoch 1198
Loss = 1.6610e-03, PNorm = 149.3441, GNorm = 0.0774, lr_0 = 9.9955e-04
Validation prc-auc = 0.016851
Epoch 1199
Loss = 6.2331e-02, PNorm = 149.4118, GNorm = 0.7737, lr_0 = 9.9955e-04
Loss = 6.1085e-02, PNorm = 149.5545, GNorm = 0.3425, lr_0 = 9.9955e-04
Validation prc-auc = 0.044411
Epoch 1200
Loss = 5.4628e-02, PNorm = 149.6782, GNorm = 0.8040, lr_0 = 9.9955e-04
Validation prc-auc = 0.039513
Epoch 1201
Loss = 3.5447e-02, PNorm = 149.7786, GNorm = 0.0536, lr_0 = 9.9955e-04
Validation prc-auc = 0.035648
Epoch 1202
Loss = 3.9853e-02, PNorm = 149.8564, GNorm = 1.5198, lr_0 = 9.9955e-04
Validation prc-auc = 0.028298
Epoch 1203
Loss = 1.6170e-02, PNorm = 149.9237, GNorm = 0.1578, lr_0 = 9.9955e-04
Validation prc-auc = 0.024253
Epoch 1204
Loss = 2.1613e-02, PNorm = 149.9818, GNorm = 0.5105, lr_0 = 9.9955e-04
Validation prc-auc = 0.025043
Epoch 1205
Loss = 1.5790e-02, PNorm = 150.0378, GNorm = 1.0796, lr_0 = 9.9955e-04
Validation prc-auc = 0.025138
Epoch 1206
Loss = 4.1928e-02, PNorm = 150.0806, GNorm = 0.1351, lr_0 = 9.9955e-04
Validation prc-auc = 0.043872
Epoch 1207
Loss = 1.6978e-02, PNorm = 150.1387, GNorm = 1.1939, lr_0 = 9.9955e-04
Validation prc-auc = 0.049894
Epoch 1208
Loss = 3.2228e-02, PNorm = 150.2154, GNorm = 1.1264, lr_0 = 9.9955e-04
Validation prc-auc = 0.055660
Epoch 1209
Loss = 8.0393e-03, PNorm = 150.2909, GNorm = 0.3789, lr_0 = 9.9954e-04
Loss = 5.0708e-02, PNorm = 150.3807, GNorm = 2.4651, lr_0 = 9.9954e-04
Validation prc-auc = 0.055493
Epoch 1210
Loss = 3.3699e-02, PNorm = 150.5242, GNorm = 1.6462, lr_0 = 9.9954e-04
Validation prc-auc = 0.050537
Epoch 1211
Loss = 5.1071e-02, PNorm = 150.6533, GNorm = 0.1847, lr_0 = 9.9954e-04
Validation prc-auc = 0.054655
Epoch 1212
Loss = 4.5156e-02, PNorm = 150.7966, GNorm = 0.9020, lr_0 = 9.9954e-04
Validation prc-auc = 0.041210
Epoch 1213
Loss = 2.9250e-02, PNorm = 150.9126, GNorm = 0.4572, lr_0 = 9.9954e-04
Validation prc-auc = 0.035658
Epoch 1214
Loss = 4.1758e-02, PNorm = 150.9993, GNorm = 0.3666, lr_0 = 9.9954e-04
Validation prc-auc = 0.034591
Epoch 1215
Loss = 4.0103e-02, PNorm = 151.0832, GNorm = 1.3687, lr_0 = 9.9954e-04
Validation prc-auc = 0.056701
Epoch 1216
Loss = 8.4214e-03, PNorm = 151.1792, GNorm = 0.0165, lr_0 = 9.9954e-04
Validation prc-auc = 0.045329
Epoch 1217
Loss = 3.6181e-02, PNorm = 151.2506, GNorm = 2.0616, lr_0 = 9.9954e-04
Validation prc-auc = 0.036560
Epoch 1218
Loss = 2.6421e-02, PNorm = 151.3570, GNorm = 1.2188, lr_0 = 9.9954e-04
Validation prc-auc = 0.027942
Epoch 1219
Loss = 7.4874e-03, PNorm = 151.4561, GNorm = 0.2319, lr_0 = 9.9954e-04
Loss = 3.7827e-02, PNorm = 151.5308, GNorm = 0.6923, lr_0 = 9.9954e-04
Validation prc-auc = 0.022498
Epoch 1220
Loss = 4.8214e-02, PNorm = 151.6309, GNorm = 0.6575, lr_0 = 9.9954e-04
Validation prc-auc = 0.030754
Epoch 1221
Loss = 5.1870e-02, PNorm = 151.7245, GNorm = 0.0641, lr_0 = 9.9954e-04
Validation prc-auc = 0.026118
Epoch 1222
Loss = 4.4767e-02, PNorm = 151.8831, GNorm = 0.2674, lr_0 = 9.9953e-04
Validation prc-auc = 0.025770
Epoch 1223
Loss = 3.4512e-02, PNorm = 152.0162, GNorm = 1.0853, lr_0 = 9.9953e-04
Validation prc-auc = 0.021893
Epoch 1224
Loss = 4.3716e-02, PNorm = 152.1295, GNorm = 1.1652, lr_0 = 9.9953e-04
Validation prc-auc = 0.031415
Epoch 1225
Loss = 3.0731e-02, PNorm = 152.1965, GNorm = 0.0950, lr_0 = 9.9953e-04
Validation prc-auc = 0.039337
Epoch 1226
Loss = 3.7542e-02, PNorm = 152.2669, GNorm = 0.3422, lr_0 = 9.9953e-04
Validation prc-auc = 0.044101
Epoch 1227
Loss = 5.7409e-02, PNorm = 152.3473, GNorm = 1.5446, lr_0 = 9.9953e-04
Validation prc-auc = 0.037119
Epoch 1228
Loss = 7.5521e-02, PNorm = 152.4530, GNorm = 1.5675, lr_0 = 9.9953e-04
Validation prc-auc = 0.030259
Epoch 1229
Loss = 1.1955e-01, PNorm = 152.6013, GNorm = 1.3647, lr_0 = 9.9953e-04
Loss = 5.9965e-02, PNorm = 152.7328, GNorm = 0.6531, lr_0 = 9.9953e-04
Validation prc-auc = 0.043543
Epoch 1230
Loss = 3.2428e-02, PNorm = 152.8406, GNorm = 0.2427, lr_0 = 9.9953e-04
Validation prc-auc = 0.060631
Epoch 1231
Loss = 2.8782e-02, PNorm = 152.9462, GNorm = 0.9735, lr_0 = 9.9953e-04
Validation prc-auc = 0.065597
Epoch 1232
Loss = 4.2882e-02, PNorm = 153.0456, GNorm = 0.9357, lr_0 = 9.9953e-04
Validation prc-auc = 0.034460
Epoch 1233
Loss = 4.5825e-02, PNorm = 153.1467, GNorm = 0.6788, lr_0 = 9.9953e-04
Validation prc-auc = 0.033008
Epoch 1234
Loss = 4.2492e-02, PNorm = 153.2521, GNorm = 0.1145, lr_0 = 9.9953e-04
Validation prc-auc = 0.038178
Epoch 1235
Loss = 1.6724e-02, PNorm = 153.3453, GNorm = 0.3018, lr_0 = 9.9952e-04
Validation prc-auc = 0.042551
Epoch 1236
Loss = 7.9880e-03, PNorm = 153.4153, GNorm = 1.0151, lr_0 = 9.9952e-04
Validation prc-auc = 0.059402
Epoch 1237
Loss = 6.7749e-02, PNorm = 153.4609, GNorm = 1.4919, lr_0 = 9.9952e-04
Validation prc-auc = 0.035782
Epoch 1238
Loss = 1.9887e-02, PNorm = 153.5753, GNorm = 1.1635, lr_0 = 9.9952e-04
Validation prc-auc = 0.024371
Epoch 1239
Loss = 1.5915e-01, PNorm = 153.6761, GNorm = 0.9727, lr_0 = 9.9952e-04
Loss = 5.1405e-02, PNorm = 153.7777, GNorm = 0.4582, lr_0 = 9.9952e-04
Validation prc-auc = 0.020866
Epoch 1240
Loss = 3.8097e-02, PNorm = 153.8777, GNorm = 0.2752, lr_0 = 9.9952e-04
Validation prc-auc = 0.022532
Epoch 1241
Loss = 5.2823e-02, PNorm = 153.9901, GNorm = 1.3364, lr_0 = 9.9952e-04
Validation prc-auc = 0.023548
Epoch 1242
Loss = 2.3999e-02, PNorm = 154.0881, GNorm = 0.0610, lr_0 = 9.9952e-04
Validation prc-auc = 0.026457
Epoch 1243
Loss = 1.8080e-02, PNorm = 154.1620, GNorm = 0.6682, lr_0 = 9.9952e-04
Validation prc-auc = 0.030388
Epoch 1244
Loss = 2.1002e-02, PNorm = 154.2150, GNorm = 0.0743, lr_0 = 9.9952e-04
Validation prc-auc = 0.030040
Epoch 1245
Loss = 7.0716e-02, PNorm = 154.2551, GNorm = 2.6417, lr_0 = 9.9952e-04
Validation prc-auc = 0.037464
Epoch 1246
Loss = 1.4810e-02, PNorm = 154.3229, GNorm = 1.1985, lr_0 = 9.9952e-04
Validation prc-auc = 0.038059
Epoch 1247
Loss = 3.0535e-02, PNorm = 154.3874, GNorm = 0.6731, lr_0 = 9.9952e-04
Validation prc-auc = 0.043180
Epoch 1248
Loss = 2.8704e-03, PNorm = 154.4276, GNorm = 0.0698, lr_0 = 9.9952e-04
Validation prc-auc = 0.046742
Epoch 1249
Loss = 2.5200e-02, PNorm = 154.4568, GNorm = 0.6273, lr_0 = 9.9951e-04
Loss = 1.7670e-02, PNorm = 154.4819, GNorm = 1.2777, lr_0 = 9.9951e-04
Validation prc-auc = 0.052498
Epoch 1250
Loss = 1.5880e-02, PNorm = 154.5170, GNorm = 0.5642, lr_0 = 9.9951e-04
Validation prc-auc = 0.048048
Epoch 1251
Loss = 3.8434e-02, PNorm = 154.5600, GNorm = 2.2944, lr_0 = 9.9951e-04
Validation prc-auc = 0.050144
Epoch 1252
Loss = 1.2317e-02, PNorm = 154.6086, GNorm = 0.2794, lr_0 = 9.9951e-04
Validation prc-auc = 0.041890
Epoch 1253
Loss = 5.4505e-03, PNorm = 154.6630, GNorm = 0.0925, lr_0 = 9.9951e-04
Validation prc-auc = 0.036300
Epoch 1254
Loss = 5.1576e-03, PNorm = 154.6948, GNorm = 0.0314, lr_0 = 9.9951e-04
Validation prc-auc = 0.039951
Epoch 1255
Loss = 1.4675e-02, PNorm = 154.7167, GNorm = 0.6892, lr_0 = 9.9951e-04
Validation prc-auc = 0.048448
Epoch 1256
Loss = 6.0917e-02, PNorm = 154.7344, GNorm = 1.2348, lr_0 = 9.9951e-04
Validation prc-auc = 0.048858
Epoch 1257
Loss = 2.0988e-02, PNorm = 154.8261, GNorm = 0.1472, lr_0 = 9.9951e-04
Validation prc-auc = 0.051955
Epoch 1258
Loss = 7.7092e-02, PNorm = 154.9154, GNorm = 2.4482, lr_0 = 9.9951e-04
Validation prc-auc = 0.046754
Epoch 1259
Loss = 2.1045e-01, PNorm = 155.0148, GNorm = 2.1728, lr_0 = 9.9951e-04
Loss = 3.5969e-02, PNorm = 155.1021, GNorm = 2.0255, lr_0 = 9.9951e-04
Validation prc-auc = 0.052438
Epoch 1260
Loss = 3.2714e-02, PNorm = 155.1911, GNorm = 0.9720, lr_0 = 9.9951e-04
Validation prc-auc = 0.053605
Epoch 1261
Loss = 6.9230e-02, PNorm = 155.2827, GNorm = 0.2991, lr_0 = 9.9951e-04
Validation prc-auc = 0.032334
Epoch 1262
Loss = 3.7901e-02, PNorm = 155.4394, GNorm = 1.5460, lr_0 = 9.9950e-04
Validation prc-auc = 0.030143
Epoch 1263
Loss = 4.0512e-02, PNorm = 155.5631, GNorm = 1.1307, lr_0 = 9.9950e-04
Validation prc-auc = 0.038274
Epoch 1264
Loss = 5.2322e-02, PNorm = 155.6715, GNorm = 1.4445, lr_0 = 9.9950e-04
Validation prc-auc = 0.037008
Epoch 1265
Loss = 4.8487e-02, PNorm = 155.7720, GNorm = 0.2116, lr_0 = 9.9950e-04
Validation prc-auc = 0.041036
Epoch 1266
Loss = 2.6009e-02, PNorm = 155.8511, GNorm = 1.2697, lr_0 = 9.9950e-04
Validation prc-auc = 0.053575
Epoch 1267
Loss = 2.1983e-02, PNorm = 155.9326, GNorm = 0.1736, lr_0 = 9.9950e-04
Validation prc-auc = 0.043744
Epoch 1268
Loss = 1.9009e-02, PNorm = 156.0055, GNorm = 0.6016, lr_0 = 9.9950e-04
Validation prc-auc = 0.040774
Epoch 1269
Loss = 3.6756e-02, PNorm = 156.0911, GNorm = 1.2661, lr_0 = 9.9950e-04
Loss = 5.5659e-02, PNorm = 156.1658, GNorm = 0.5911, lr_0 = 9.9950e-04
Validation prc-auc = 0.034423
Epoch 1270
Loss = 8.4606e-03, PNorm = 156.2345, GNorm = 0.8861, lr_0 = 9.9950e-04
Validation prc-auc = 0.035489
Epoch 1271
Loss = 3.4593e-02, PNorm = 156.2844, GNorm = 1.7271, lr_0 = 9.9950e-04
Validation prc-auc = 0.037540
Epoch 1272
Loss = 2.9295e-02, PNorm = 156.3577, GNorm = 1.5407, lr_0 = 9.9950e-04
Validation prc-auc = 0.040463
Epoch 1273
Loss = 3.6467e-02, PNorm = 156.4334, GNorm = 0.2747, lr_0 = 9.9950e-04
Validation prc-auc = 0.051761
Epoch 1274
Loss = 2.5510e-02, PNorm = 156.4998, GNorm = 0.9182, lr_0 = 9.9950e-04
Validation prc-auc = 0.058424
Epoch 1275
Loss = 4.3693e-02, PNorm = 156.5533, GNorm = 2.5653, lr_0 = 9.9949e-04
Validation prc-auc = 0.062447
Epoch 1276
Loss = 6.2371e-02, PNorm = 156.6345, GNorm = 0.6179, lr_0 = 9.9949e-04
Validation prc-auc = 0.052332
Epoch 1277
Loss = 3.7044e-02, PNorm = 156.7115, GNorm = 1.5931, lr_0 = 9.9949e-04
Validation prc-auc = 0.052392
Epoch 1278
Loss = 3.1887e-02, PNorm = 156.8210, GNorm = 0.0700, lr_0 = 9.9949e-04
Validation prc-auc = 0.057504
Epoch 1279
Loss = 1.1443e-01, PNorm = 156.9160, GNorm = 2.0830, lr_0 = 9.9949e-04
Loss = 2.3679e-02, PNorm = 157.0130, GNorm = 0.1921, lr_0 = 9.9949e-04
Validation prc-auc = 0.042404
Epoch 1280
Loss = 2.7754e-02, PNorm = 157.0788, GNorm = 0.2434, lr_0 = 9.9949e-04
Validation prc-auc = 0.047683
Epoch 1281
Loss = 5.6842e-02, PNorm = 157.1408, GNorm = 2.0712, lr_0 = 9.9949e-04
Validation prc-auc = 0.052911
Epoch 1282
Loss = 3.4675e-02, PNorm = 157.2375, GNorm = 0.9800, lr_0 = 9.9949e-04
Validation prc-auc = 0.052618
Epoch 1283
Loss = 3.9339e-02, PNorm = 157.3235, GNorm = 0.1547, lr_0 = 9.9949e-04
Validation prc-auc = 0.049518
Epoch 1284
Loss = 5.0481e-02, PNorm = 157.4032, GNorm = 0.9451, lr_0 = 9.9949e-04
Validation prc-auc = 0.048038
Epoch 1285
Loss = 3.3686e-02, PNorm = 157.4977, GNorm = 0.3155, lr_0 = 9.9949e-04
Validation prc-auc = 0.042319
Epoch 1286
Loss = 7.5681e-02, PNorm = 157.5721, GNorm = 2.8031, lr_0 = 9.9949e-04
Validation prc-auc = 0.043170
Epoch 1287
Loss = 2.6747e-03, PNorm = 157.6593, GNorm = 0.1558, lr_0 = 9.9949e-04
Validation prc-auc = 0.044111
Epoch 1288
Loss = 3.1555e-02, PNorm = 157.7199, GNorm = 1.2686, lr_0 = 9.9949e-04
Validation prc-auc = 0.029480
Epoch 1289
Loss = 1.9808e-02, PNorm = 157.7850, GNorm = 0.7009, lr_0 = 9.9948e-04
Loss = 2.1588e-02, PNorm = 157.8450, GNorm = 0.9497, lr_0 = 9.9948e-04
Validation prc-auc = 0.027678
Epoch 1290
Loss = 4.3142e-02, PNorm = 157.9098, GNorm = 0.6519, lr_0 = 9.9948e-04
Validation prc-auc = 0.031726
Epoch 1291
Loss = 1.2033e-02, PNorm = 157.9729, GNorm = 0.4946, lr_0 = 9.9948e-04
Validation prc-auc = 0.056486
Epoch 1292
Loss = 2.4677e-02, PNorm = 158.0306, GNorm = 0.5239, lr_0 = 9.9948e-04
Validation prc-auc = 0.064179
Epoch 1293
Loss = 9.8354e-03, PNorm = 158.0900, GNorm = 0.6721, lr_0 = 9.9948e-04
Validation prc-auc = 0.062124
Epoch 1294
Loss = 1.5134e-02, PNorm = 158.1396, GNorm = 0.8224, lr_0 = 9.9948e-04
Validation prc-auc = 0.063590
Epoch 1295
Loss = 2.0648e-02, PNorm = 158.1817, GNorm = 0.1668, lr_0 = 9.9948e-04
Validation prc-auc = 0.069576
Epoch 1296
Loss = 1.5143e-02, PNorm = 158.2192, GNorm = 0.0468, lr_0 = 9.9948e-04
Validation prc-auc = 0.066068
Epoch 1297
Loss = 5.0481e-02, PNorm = 158.2842, GNorm = 2.1129, lr_0 = 9.9948e-04
Validation prc-auc = 0.060508
Epoch 1298
Loss = 9.9845e-03, PNorm = 158.3898, GNorm = 0.5649, lr_0 = 9.9948e-04
Validation prc-auc = 0.073566
Epoch 1299
Loss = 2.9734e-02, PNorm = 158.5063, GNorm = 1.2134, lr_0 = 9.9948e-04
Loss = 3.2908e-02, PNorm = 158.6057, GNorm = 0.1047, lr_0 = 9.9948e-04
Validation prc-auc = 0.048132
Epoch 1300
Loss = 5.6490e-02, PNorm = 158.7660, GNorm = 0.3002, lr_0 = 9.9948e-04
Validation prc-auc = 0.062415
Epoch 1301
Loss = 2.5508e-02, PNorm = 158.8710, GNorm = 0.5699, lr_0 = 9.9947e-04
Validation prc-auc = 0.062247
Epoch 1302
Loss = 2.0158e-02, PNorm = 158.9564, GNorm = 0.5264, lr_0 = 9.9947e-04
Validation prc-auc = 0.060460
Epoch 1303
Loss = 1.2014e-01, PNorm = 159.0392, GNorm = 3.4957, lr_0 = 9.9947e-04
Validation prc-auc = 0.069046
Epoch 1304
Loss = 2.1442e-02, PNorm = 159.1682, GNorm = 0.8450, lr_0 = 9.9947e-04
Validation prc-auc = 0.079940
Epoch 1305
Loss = 4.7618e-02, PNorm = 159.2643, GNorm = 2.7156, lr_0 = 9.9947e-04
Validation prc-auc = 0.070122
Epoch 1306
Loss = 8.4724e-02, PNorm = 159.3659, GNorm = 1.1966, lr_0 = 9.9947e-04
Validation prc-auc = 0.073577
Epoch 1307
Loss = 3.1379e-02, PNorm = 159.4771, GNorm = 0.0549, lr_0 = 9.9947e-04
Validation prc-auc = 0.072965
Epoch 1308
Loss = 7.4895e-03, PNorm = 159.5579, GNorm = 0.5578, lr_0 = 9.9947e-04
Validation prc-auc = 0.057860
Epoch 1309
Loss = 2.0173e-02, PNorm = 159.6555, GNorm = 0.5667, lr_0 = 9.9947e-04
Loss = 3.5483e-02, PNorm = 159.7489, GNorm = 0.2179, lr_0 = 9.9947e-04
Validation prc-auc = 0.041766
Epoch 1310
Loss = 2.9577e-02, PNorm = 159.8288, GNorm = 0.9543, lr_0 = 9.9947e-04
Validation prc-auc = 0.030768
Epoch 1311
Loss = 4.3101e-02, PNorm = 159.8996, GNorm = 0.3631, lr_0 = 9.9947e-04
Validation prc-auc = 0.054378
Epoch 1312
Loss = 5.9605e-02, PNorm = 159.9670, GNorm = 2.4322, lr_0 = 9.9947e-04
Validation prc-auc = 0.047057
Epoch 1313
Loss = 5.6415e-02, PNorm = 160.0545, GNorm = 1.3082, lr_0 = 9.9947e-04
Validation prc-auc = 0.051404
Epoch 1314
Loss = 2.1953e-02, PNorm = 160.1535, GNorm = 1.3740, lr_0 = 9.9947e-04
Validation prc-auc = 0.051282
Epoch 1315
Loss = 5.0770e-02, PNorm = 160.2362, GNorm = 0.5413, lr_0 = 9.9946e-04
Validation prc-auc = 0.038040
Epoch 1316
Loss = 2.0903e-02, PNorm = 160.3462, GNorm = 0.0937, lr_0 = 9.9946e-04
Validation prc-auc = 0.054419
Epoch 1317
Loss = 1.4428e-02, PNorm = 160.4225, GNorm = 0.9234, lr_0 = 9.9946e-04
Validation prc-auc = 0.050381
Epoch 1318
Loss = 1.0029e-02, PNorm = 160.4835, GNorm = 0.6636, lr_0 = 9.9946e-04
Validation prc-auc = 0.044952
Epoch 1319
Loss = 9.5817e-03, PNorm = 160.5345, GNorm = 0.3960, lr_0 = 9.9946e-04
Loss = 5.0445e-02, PNorm = 160.6453, GNorm = 1.1063, lr_0 = 9.9946e-04
Validation prc-auc = 0.038075
Epoch 1320
Loss = 3.5232e-02, PNorm = 160.7429, GNorm = 1.4320, lr_0 = 9.9946e-04
Validation prc-auc = 0.057242
Epoch 1321
Loss = 3.1811e-02, PNorm = 160.8304, GNorm = 0.1483, lr_0 = 9.9946e-04
Validation prc-auc = 0.053296
Epoch 1322
Loss = 2.0815e-02, PNorm = 160.8969, GNorm = 0.4239, lr_0 = 9.9946e-04
Validation prc-auc = 0.048737
Epoch 1323
Loss = 3.2014e-02, PNorm = 160.9386, GNorm = 0.8729, lr_0 = 9.9946e-04
Validation prc-auc = 0.050694
Epoch 1324
Loss = 3.4419e-02, PNorm = 160.9784, GNorm = 0.4159, lr_0 = 9.9946e-04
Validation prc-auc = 0.040958
Epoch 1325
Loss = 4.2712e-02, PNorm = 161.0399, GNorm = 0.3248, lr_0 = 9.9946e-04
Validation prc-auc = 0.053644
Epoch 1326
Loss = 2.0219e-02, PNorm = 161.1341, GNorm = 0.3980, lr_0 = 9.9946e-04
Validation prc-auc = 0.046912
Epoch 1327
Loss = 6.4570e-02, PNorm = 161.2382, GNorm = 1.0277, lr_0 = 9.9946e-04
Validation prc-auc = 0.050164
Epoch 1328
Loss = 3.7599e-02, PNorm = 161.3532, GNorm = 0.5387, lr_0 = 9.9945e-04
Validation prc-auc = 0.047008
Epoch 1329
Loss = 1.0600e-01, PNorm = 161.4466, GNorm = 1.5293, lr_0 = 9.9945e-04
Loss = 3.4834e-02, PNorm = 161.5355, GNorm = 0.3087, lr_0 = 9.9945e-04
Validation prc-auc = 0.065316
Epoch 1330
Loss = 3.4655e-02, PNorm = 161.6168, GNorm = 0.2384, lr_0 = 9.9945e-04
Validation prc-auc = 0.080585
Epoch 1331
Loss = 2.8136e-02, PNorm = 161.6775, GNorm = 2.9575, lr_0 = 9.9945e-04
Validation prc-auc = 0.080452
Epoch 1332
Loss = 1.8168e-02, PNorm = 161.7449, GNorm = 0.5284, lr_0 = 9.9945e-04
Validation prc-auc = 0.059797
Epoch 1333
Loss = 1.2681e-02, PNorm = 161.7978, GNorm = 0.1022, lr_0 = 9.9945e-04
Validation prc-auc = 0.067478
Epoch 1334
Loss = 2.2313e-02, PNorm = 161.8469, GNorm = 0.1898, lr_0 = 9.9945e-04
Validation prc-auc = 0.053000
Epoch 1335
Loss = 5.2555e-02, PNorm = 161.9075, GNorm = 1.8047, lr_0 = 9.9945e-04
Validation prc-auc = 0.052966
Epoch 1336
Loss = 1.9522e-02, PNorm = 161.9840, GNorm = 0.4363, lr_0 = 9.9945e-04
Validation prc-auc = 0.044300
Epoch 1337
Loss = 4.0637e-02, PNorm = 162.0675, GNorm = 0.0361, lr_0 = 9.9945e-04
Validation prc-auc = 0.048990
Epoch 1338
Loss = 5.0696e-02, PNorm = 162.1531, GNorm = 1.2867, lr_0 = 9.9945e-04
Validation prc-auc = 0.030969
Epoch 1339
Loss = 1.5705e-02, PNorm = 162.2623, GNorm = 0.5461, lr_0 = 9.9945e-04
Loss = 7.5443e-02, PNorm = 162.3847, GNorm = 1.2532, lr_0 = 9.9945e-04
Validation prc-auc = 0.043089
Epoch 1340
Loss = 2.9638e-02, PNorm = 162.5459, GNorm = 0.6783, lr_0 = 9.9945e-04
Validation prc-auc = 0.046020
Epoch 1341
Loss = 4.0408e-02, PNorm = 162.6495, GNorm = 0.5325, lr_0 = 9.9944e-04
Validation prc-auc = 0.044365
Epoch 1342
Loss = 3.1135e-02, PNorm = 162.7219, GNorm = 1.3498, lr_0 = 9.9944e-04
Validation prc-auc = 0.056920
Epoch 1343
Loss = 3.0791e-02, PNorm = 162.7916, GNorm = 0.1182, lr_0 = 9.9944e-04
Validation prc-auc = 0.056434
Epoch 1344
Loss = 6.0779e-02, PNorm = 162.8477, GNorm = 0.6476, lr_0 = 9.9944e-04
Validation prc-auc = 0.071395
Epoch 1345
Loss = 3.9318e-02, PNorm = 162.9164, GNorm = 1.5405, lr_0 = 9.9944e-04
Validation prc-auc = 0.053394
Epoch 1346
Loss = 3.7364e-02, PNorm = 162.9739, GNorm = 0.4816, lr_0 = 9.9944e-04
Validation prc-auc = 0.047389
Epoch 1347
Loss = 3.6011e-02, PNorm = 163.0164, GNorm = 1.2220, lr_0 = 9.9944e-04
Validation prc-auc = 0.052178
Epoch 1348
Loss = 1.1164e-02, PNorm = 163.0511, GNorm = 1.1979, lr_0 = 9.9944e-04
Validation prc-auc = 0.048744
Epoch 1349
Loss = 6.8750e-03, PNorm = 163.0864, GNorm = 0.2031, lr_0 = 9.9944e-04
Loss = 5.8629e-03, PNorm = 163.1056, GNorm = 0.0978, lr_0 = 9.9944e-04
Validation prc-auc = 0.062349
Epoch 1350
Loss = 3.5745e-02, PNorm = 163.1371, GNorm = 1.7607, lr_0 = 9.9944e-04
Validation prc-auc = 0.055595
Epoch 1351
Loss = 4.8137e-02, PNorm = 163.1977, GNorm = 0.6479, lr_0 = 9.9944e-04
Validation prc-auc = 0.044345
Epoch 1352
Loss = 1.5310e-02, PNorm = 163.2629, GNorm = 0.5762, lr_0 = 9.9944e-04
Validation prc-auc = 0.054812
Epoch 1353
Loss = 2.2989e-02, PNorm = 163.3113, GNorm = 0.7799, lr_0 = 9.9944e-04
Validation prc-auc = 0.057413
Epoch 1354
Loss = 5.3683e-02, PNorm = 163.4068, GNorm = 0.1323, lr_0 = 9.9943e-04
Validation prc-auc = 0.057102
Epoch 1355
Loss = 2.5261e-02, PNorm = 163.5031, GNorm = 1.0596, lr_0 = 9.9943e-04
Validation prc-auc = 0.064265
Epoch 1356
Loss = 1.7534e-02, PNorm = 163.5895, GNorm = 0.1849, lr_0 = 9.9943e-04
Validation prc-auc = 0.045737
Epoch 1357
Loss = 2.7891e-02, PNorm = 163.6609, GNorm = 1.0307, lr_0 = 9.9943e-04
Validation prc-auc = 0.063610
Epoch 1358
Loss = 8.3548e-02, PNorm = 163.7298, GNorm = 0.0776, lr_0 = 9.9943e-04
Validation prc-auc = 0.062637
Epoch 1359
Loss = 9.0653e-02, PNorm = 163.8090, GNorm = 0.9202, lr_0 = 9.9943e-04
Loss = 5.1828e-02, PNorm = 163.9072, GNorm = 1.2133, lr_0 = 9.9943e-04
Validation prc-auc = 0.057843
Epoch 1360
Loss = 3.4966e-02, PNorm = 164.0266, GNorm = 1.4763, lr_0 = 9.9943e-04
Validation prc-auc = 0.072250
Epoch 1361
Loss = 8.8926e-03, PNorm = 164.1053, GNorm = 0.0597, lr_0 = 9.9943e-04
Validation prc-auc = 0.076583
Epoch 1362
Loss = 2.8042e-02, PNorm = 164.1702, GNorm = 0.2026, lr_0 = 9.9943e-04
Validation prc-auc = 0.085508
Epoch 1363
Loss = 2.4217e-02, PNorm = 164.2427, GNorm = 1.8840, lr_0 = 9.9943e-04
Validation prc-auc = 0.072318
Epoch 1364
Loss = 1.2991e-02, PNorm = 164.3107, GNorm = 0.3047, lr_0 = 9.9943e-04
Validation prc-auc = 0.077526
Epoch 1365
Loss = 6.5137e-02, PNorm = 164.3485, GNorm = 0.1268, lr_0 = 9.9943e-04
Validation prc-auc = 0.066546
Epoch 1366
Loss = 2.2787e-02, PNorm = 164.4152, GNorm = 0.3518, lr_0 = 9.9943e-04
Validation prc-auc = 0.066490
Epoch 1367
Loss = 7.1301e-02, PNorm = 164.4798, GNorm = 1.3046, lr_0 = 9.9943e-04
Validation prc-auc = 0.064031
Epoch 1368
Loss = 4.5830e-02, PNorm = 164.5431, GNorm = 0.9223, lr_0 = 9.9942e-04
Validation prc-auc = 0.067482
Epoch 1369
Loss = 1.2030e-02, PNorm = 164.5886, GNorm = 0.4115, lr_0 = 9.9942e-04
Loss = 2.7159e-02, PNorm = 164.6323, GNorm = 0.6296, lr_0 = 9.9942e-04
Validation prc-auc = 0.073441
Epoch 1370
Loss = 5.8561e-02, PNorm = 164.6838, GNorm = 0.8785, lr_0 = 9.9942e-04
Validation prc-auc = 0.053746
Epoch 1371
Loss = 2.2840e-02, PNorm = 164.7417, GNorm = 1.2750, lr_0 = 9.9942e-04
Validation prc-auc = 0.042415
Epoch 1372
Loss = 2.8675e-02, PNorm = 164.7922, GNorm = 0.0433, lr_0 = 9.9942e-04
Validation prc-auc = 0.036930
Epoch 1373
Loss = 4.2005e-02, PNorm = 164.8425, GNorm = 0.3568, lr_0 = 9.9942e-04
Validation prc-auc = 0.037976
Epoch 1374
Loss = 4.0489e-02, PNorm = 164.9139, GNorm = 1.2762, lr_0 = 9.9942e-04
Validation prc-auc = 0.037989
Epoch 1375
Loss = 2.9273e-02, PNorm = 164.9779, GNorm = 1.6839, lr_0 = 9.9942e-04
Validation prc-auc = 0.046584
Epoch 1376
Loss = 6.5492e-02, PNorm = 165.0478, GNorm = 1.5864, lr_0 = 9.9942e-04
Validation prc-auc = 0.061061
Epoch 1377
Loss = 1.4843e-02, PNorm = 165.1312, GNorm = 0.4075, lr_0 = 9.9942e-04
Validation prc-auc = 0.066221
Epoch 1378
Loss = 2.4585e-02, PNorm = 165.2059, GNorm = 0.7649, lr_0 = 9.9942e-04
Validation prc-auc = 0.065362
Epoch 1379
Loss = 1.7068e-02, PNorm = 165.2519, GNorm = 0.5376, lr_0 = 9.9942e-04
Loss = 1.4482e-02, PNorm = 165.3152, GNorm = 0.2360, lr_0 = 9.9942e-04
Validation prc-auc = 0.054479
Epoch 1380
Loss = 2.4480e-02, PNorm = 165.3548, GNorm = 1.8316, lr_0 = 9.9941e-04
Validation prc-auc = 0.057881
Epoch 1381
Loss = 3.6583e-02, PNorm = 165.4131, GNorm = 1.0403, lr_0 = 9.9941e-04
Validation prc-auc = 0.060047
Epoch 1382
Loss = 2.6222e-02, PNorm = 165.4815, GNorm = 0.1618, lr_0 = 9.9941e-04
Validation prc-auc = 0.066285
Epoch 1383
Loss = 4.6817e-02, PNorm = 165.5560, GNorm = 0.3057, lr_0 = 9.9941e-04
Validation prc-auc = 0.067414
Epoch 1384
Loss = 1.7398e-02, PNorm = 165.6282, GNorm = 1.5511, lr_0 = 9.9941e-04
Validation prc-auc = 0.070365
Epoch 1385
Loss = 2.7373e-02, PNorm = 165.7163, GNorm = 0.9608, lr_0 = 9.9941e-04
Validation prc-auc = 0.068968
Epoch 1386
Loss = 6.6286e-02, PNorm = 165.8011, GNorm = 0.1233, lr_0 = 9.9941e-04
Validation prc-auc = 0.059638
Epoch 1387
Loss = 4.9457e-02, PNorm = 165.8962, GNorm = 0.4273, lr_0 = 9.9941e-04
Validation prc-auc = 0.050709
Epoch 1388
Loss = 4.3017e-02, PNorm = 165.9619, GNorm = 0.6966, lr_0 = 9.9941e-04
Validation prc-auc = 0.057679
Epoch 1389
Loss = 8.4541e-03, PNorm = 166.0379, GNorm = 0.3490, lr_0 = 9.9941e-04
Loss = 1.7187e-02, PNorm = 166.0822, GNorm = 0.9133, lr_0 = 9.9941e-04
Validation prc-auc = 0.060296
Epoch 1390
Loss = 3.0604e-02, PNorm = 166.1229, GNorm = 0.2702, lr_0 = 9.9941e-04
Validation prc-auc = 0.068242
Epoch 1391
Loss = 4.3903e-02, PNorm = 166.1954, GNorm = 0.1529, lr_0 = 9.9941e-04
Validation prc-auc = 0.065366
Epoch 1392
Loss = 6.0933e-02, PNorm = 166.2948, GNorm = 0.5798, lr_0 = 9.9941e-04
Validation prc-auc = 0.050219
Epoch 1393
Loss = 5.3772e-02, PNorm = 166.4299, GNorm = 0.1172, lr_0 = 9.9941e-04
Validation prc-auc = 0.020567
Epoch 1394
Loss = 2.9681e-02, PNorm = 166.5293, GNorm = 0.0460, lr_0 = 9.9940e-04
Validation prc-auc = 0.024663
Epoch 1395
Loss = 3.5838e-02, PNorm = 166.6090, GNorm = 1.6168, lr_0 = 9.9940e-04
Validation prc-auc = 0.023880
Epoch 1396
Loss = 4.4748e-02, PNorm = 166.7015, GNorm = 1.5238, lr_0 = 9.9940e-04
Validation prc-auc = 0.022964
Epoch 1397
Loss = 3.7708e-02, PNorm = 166.7663, GNorm = 0.0920, lr_0 = 9.9940e-04
Validation prc-auc = 0.022958
Epoch 1398
Loss = 7.6225e-03, PNorm = 166.8179, GNorm = 0.3300, lr_0 = 9.9940e-04
Validation prc-auc = 0.022795
Epoch 1399
Loss = 9.1312e-02, PNorm = 166.8685, GNorm = 1.3570, lr_0 = 9.9940e-04
Loss = 2.9853e-02, PNorm = 166.9403, GNorm = 1.0611, lr_0 = 9.9940e-04
Validation prc-auc = 0.072501
Epoch 1400
Loss = 3.3502e-02, PNorm = 167.0332, GNorm = 0.7153, lr_0 = 9.9940e-04
Validation prc-auc = 0.069554
Epoch 1401
Loss = 1.4176e-02, PNorm = 167.1256, GNorm = 0.7985, lr_0 = 9.9940e-04
Validation prc-auc = 0.069502
Epoch 1402
Loss = 2.9302e-02, PNorm = 167.2191, GNorm = 1.3824, lr_0 = 9.9940e-04
Validation prc-auc = 0.056842
Epoch 1403
Loss = 7.7314e-02, PNorm = 167.3476, GNorm = 0.2409, lr_0 = 9.9940e-04
Validation prc-auc = 0.049310
Epoch 1404
Loss = 4.3215e-02, PNorm = 167.4787, GNorm = 0.4019, lr_0 = 9.9940e-04
Validation prc-auc = 0.033307
Epoch 1405
Loss = 6.8976e-02, PNorm = 167.5927, GNorm = 0.6250, lr_0 = 9.9940e-04
Validation prc-auc = 0.038866
Epoch 1406
Loss = 2.0028e-02, PNorm = 167.7093, GNorm = 0.9231, lr_0 = 9.9940e-04
Validation prc-auc = 0.041534
Epoch 1407
Loss = 2.5586e-02, PNorm = 167.7780, GNorm = 0.5253, lr_0 = 9.9939e-04
Validation prc-auc = 0.049959
Epoch 1408
Loss = 3.3228e-02, PNorm = 167.8170, GNorm = 0.6556, lr_0 = 9.9939e-04
Validation prc-auc = 0.071519
Epoch 1409
Loss = 1.9291e-03, PNorm = 167.8755, GNorm = 0.0735, lr_0 = 9.9939e-04
Loss = 3.8526e-02, PNorm = 167.9228, GNorm = 1.8618, lr_0 = 9.9939e-04
Validation prc-auc = 0.075798
Epoch 1410
Loss = 3.9598e-02, PNorm = 167.9833, GNorm = 0.2911, lr_0 = 9.9939e-04
Validation prc-auc = 0.068804
Epoch 1411
Loss = 3.1622e-02, PNorm = 168.0637, GNorm = 2.7284, lr_0 = 9.9939e-04
Validation prc-auc = 0.066594
Epoch 1412
Loss = 2.4317e-02, PNorm = 168.1316, GNorm = 0.7131, lr_0 = 9.9939e-04
Validation prc-auc = 0.061890
Epoch 1413
Loss = 3.6061e-02, PNorm = 168.1926, GNorm = 1.1384, lr_0 = 9.9939e-04
Validation prc-auc = 0.044331
Epoch 1414
Loss = 3.7938e-02, PNorm = 168.2724, GNorm = 2.1007, lr_0 = 9.9939e-04
Validation prc-auc = 0.059619
Epoch 1415
Loss = 2.0413e-02, PNorm = 168.3763, GNorm = 0.7750, lr_0 = 9.9939e-04
Validation prc-auc = 0.045155
Epoch 1416
Loss = 3.5342e-02, PNorm = 168.4637, GNorm = 2.1790, lr_0 = 9.9939e-04
Validation prc-auc = 0.051404
Epoch 1417
Loss = 7.2322e-02, PNorm = 168.5652, GNorm = 1.5170, lr_0 = 9.9939e-04
Validation prc-auc = 0.061000
Epoch 1418
Loss = 8.5664e-02, PNorm = 168.6721, GNorm = 1.8823, lr_0 = 9.9939e-04
Validation prc-auc = 0.080242
Epoch 1419
Loss = 2.0307e-03, PNorm = 168.7710, GNorm = 0.0653, lr_0 = 9.9939e-04
Loss = 2.6203e-02, PNorm = 168.8460, GNorm = 1.4953, lr_0 = 9.9939e-04
Validation prc-auc = 0.079195
Epoch 1420
Loss = 2.0525e-02, PNorm = 168.9199, GNorm = 0.1225, lr_0 = 9.9938e-04
Validation prc-auc = 0.087959
Epoch 1421
Loss = 1.3564e-02, PNorm = 168.9829, GNorm = 0.6204, lr_0 = 9.9938e-04
Validation prc-auc = 0.075688
Epoch 1422
Loss = 3.2172e-02, PNorm = 169.0288, GNorm = 0.1123, lr_0 = 9.9938e-04
Validation prc-auc = 0.075107
Epoch 1423
Loss = 4.5473e-02, PNorm = 169.0735, GNorm = 1.0466, lr_0 = 9.9938e-04
Validation prc-auc = 0.075328
Epoch 1424
Loss = 3.3428e-02, PNorm = 169.1581, GNorm = 0.4332, lr_0 = 9.9938e-04
Validation prc-auc = 0.063009
Epoch 1425
Loss = 1.3736e-01, PNorm = 169.2746, GNorm = 1.5636, lr_0 = 9.9938e-04
Validation prc-auc = 0.039713
Epoch 1426
Loss = 8.0334e-02, PNorm = 169.4485, GNorm = 1.1068, lr_0 = 9.9938e-04
Validation prc-auc = 0.045035
Epoch 1427
Loss = 2.5849e-02, PNorm = 169.5957, GNorm = 0.0607, lr_0 = 9.9938e-04
Validation prc-auc = 0.045481
Epoch 1428
Loss = 6.9348e-02, PNorm = 169.7084, GNorm = 1.7083, lr_0 = 9.9938e-04
Validation prc-auc = 0.046390
Epoch 1429
Loss = 1.3135e-01, PNorm = 169.8122, GNorm = 1.7531, lr_0 = 9.9938e-04
Loss = 2.8533e-02, PNorm = 169.9012, GNorm = 0.4686, lr_0 = 9.9938e-04
Validation prc-auc = 0.053469
Epoch 1430
Loss = 1.6783e-02, PNorm = 169.9637, GNorm = 0.3832, lr_0 = 9.9938e-04
Validation prc-auc = 0.061161
Epoch 1431
Loss = 2.1514e-02, PNorm = 170.0262, GNorm = 0.7337, lr_0 = 9.9938e-04
Validation prc-auc = 0.072904
Epoch 1432
Loss = 1.9486e-02, PNorm = 170.0776, GNorm = 0.0525, lr_0 = 9.9938e-04
Validation prc-auc = 0.067875
Epoch 1433
Loss = 1.7160e-02, PNorm = 170.1159, GNorm = 0.0616, lr_0 = 9.9937e-04
Validation prc-auc = 0.064482
Epoch 1434
Loss = 2.0898e-02, PNorm = 170.1551, GNorm = 0.3078, lr_0 = 9.9937e-04
Validation prc-auc = 0.062147
Epoch 1435
Loss = 5.1916e-03, PNorm = 170.1958, GNorm = 0.4745, lr_0 = 9.9937e-04
Validation prc-auc = 0.065296
Epoch 1436
Loss = 2.9102e-02, PNorm = 170.2353, GNorm = 0.0428, lr_0 = 9.9937e-04
Validation prc-auc = 0.059633
Epoch 1437
Loss = 6.4134e-02, PNorm = 170.3123, GNorm = 1.0167, lr_0 = 9.9937e-04
Validation prc-auc = 0.062121
Epoch 1438
Loss = 9.2142e-03, PNorm = 170.4408, GNorm = 0.7137, lr_0 = 9.9937e-04
Validation prc-auc = 0.052047
Epoch 1439
Loss = 2.6014e-02, PNorm = 170.5503, GNorm = 1.0757, lr_0 = 9.9937e-04
Loss = 1.1018e-01, PNorm = 170.6780, GNorm = 1.4723, lr_0 = 9.9937e-04
Validation prc-auc = 0.050410
Epoch 1440
Loss = 7.2015e-02, PNorm = 170.8586, GNorm = 2.3111, lr_0 = 9.9937e-04
Validation prc-auc = 0.048401
Epoch 1441
Loss = 7.0490e-02, PNorm = 171.0021, GNorm = 2.8822, lr_0 = 9.9937e-04
Validation prc-auc = 0.039855
Epoch 1442
Loss = 3.1309e-02, PNorm = 171.1416, GNorm = 1.1821, lr_0 = 9.9937e-04
Validation prc-auc = 0.038324
Epoch 1443
Loss = 3.1042e-02, PNorm = 171.2260, GNorm = 1.1199, lr_0 = 9.9937e-04
Validation prc-auc = 0.037388
Epoch 1444
Loss = 6.2349e-02, PNorm = 171.2959, GNorm = 0.7507, lr_0 = 9.9937e-04
Validation prc-auc = 0.044812
Epoch 1445
Loss = 4.3494e-02, PNorm = 171.3740, GNorm = 1.9413, lr_0 = 9.9937e-04
Validation prc-auc = 0.047285
Epoch 1446
Loss = 9.8770e-03, PNorm = 171.4488, GNorm = 0.5276, lr_0 = 9.9937e-04
Validation prc-auc = 0.039896
Epoch 1447
Loss = 1.6592e-02, PNorm = 171.5009, GNorm = 0.2280, lr_0 = 9.9936e-04
Validation prc-auc = 0.042086
Epoch 1448
Loss = 2.9550e-02, PNorm = 171.5450, GNorm = 0.4287, lr_0 = 9.9936e-04
Validation prc-auc = 0.039030
Epoch 1449
Loss = 6.0962e-03, PNorm = 171.5753, GNorm = 0.1674, lr_0 = 9.9936e-04
Loss = 6.2103e-02, PNorm = 171.6314, GNorm = 0.2342, lr_0 = 9.9936e-04
Validation prc-auc = 0.042524
Epoch 1450
Loss = 1.8122e-02, PNorm = 171.7037, GNorm = 0.4827, lr_0 = 9.9936e-04
Validation prc-auc = 0.042052
Epoch 1451
Loss = 1.1040e-02, PNorm = 171.7499, GNorm = 0.2565, lr_0 = 9.9936e-04
Validation prc-auc = 0.042159
Epoch 1452
Loss = 1.0582e-02, PNorm = 171.7758, GNorm = 0.3000, lr_0 = 9.9936e-04
Validation prc-auc = 0.043084
Epoch 1453
Loss = 5.5879e-02, PNorm = 171.8135, GNorm = 0.9362, lr_0 = 9.9936e-04
Validation prc-auc = 0.045167
Epoch 1454
Loss = 4.3259e-02, PNorm = 171.8606, GNorm = 0.3138, lr_0 = 9.9936e-04
Validation prc-auc = 0.037336
Epoch 1455
Loss = 2.0570e-02, PNorm = 171.9410, GNorm = 0.9388, lr_0 = 9.9936e-04
Validation prc-auc = 0.030748
Epoch 1456
Loss = 3.6141e-02, PNorm = 171.9933, GNorm = 1.3296, lr_0 = 9.9936e-04
Validation prc-auc = 0.027025
Epoch 1457
Loss = 2.7847e-02, PNorm = 172.0603, GNorm = 0.0125, lr_0 = 9.9936e-04
Validation prc-auc = 0.030543
Epoch 1458
Loss = 1.3372e-02, PNorm = 172.1222, GNorm = 0.6044, lr_0 = 9.9936e-04
Validation prc-auc = 0.035654
Epoch 1459
Loss = 1.4384e-02, PNorm = 172.1890, GNorm = 0.4554, lr_0 = 9.9936e-04
Loss = 2.6184e-02, PNorm = 172.2545, GNorm = 0.5658, lr_0 = 9.9936e-04
Validation prc-auc = 0.035721
Epoch 1460
Loss = 3.0455e-02, PNorm = 172.3162, GNorm = 0.1063, lr_0 = 9.9935e-04
Validation prc-auc = 0.033120
Epoch 1461
Loss = 7.3145e-02, PNorm = 172.4147, GNorm = 1.0605, lr_0 = 9.9935e-04
Validation prc-auc = 0.028330
Epoch 1462
Loss = 5.4765e-02, PNorm = 172.5146, GNorm = 1.9389, lr_0 = 9.9935e-04
Validation prc-auc = 0.027641
Epoch 1463
Loss = 4.6234e-02, PNorm = 172.6163, GNorm = 0.9185, lr_0 = 9.9935e-04
Validation prc-auc = 0.040529
Epoch 1464
Loss = 2.6119e-02, PNorm = 172.7172, GNorm = 1.6682, lr_0 = 9.9935e-04
Validation prc-auc = 0.043552
Epoch 1465
Loss = 1.5357e-02, PNorm = 172.7883, GNorm = 0.4446, lr_0 = 9.9935e-04
Validation prc-auc = 0.045351
Epoch 1466
Loss = 4.6794e-02, PNorm = 172.8529, GNorm = 1.2897, lr_0 = 9.9935e-04
Validation prc-auc = 0.040620
Epoch 1467
Loss = 1.7928e-02, PNorm = 172.9093, GNorm = 0.9027, lr_0 = 9.9935e-04
Validation prc-auc = 0.041726
Epoch 1468
Loss = 4.7543e-02, PNorm = 172.9581, GNorm = 2.1322, lr_0 = 9.9935e-04
Validation prc-auc = 0.056825
Epoch 1469
Loss = 4.7980e-03, PNorm = 173.0513, GNorm = 0.1662, lr_0 = 9.9935e-04
Loss = 3.1352e-02, PNorm = 173.1206, GNorm = 0.1645, lr_0 = 9.9935e-04
Validation prc-auc = 0.050034
Epoch 1470
Loss = 5.1218e-02, PNorm = 173.1776, GNorm = 0.8094, lr_0 = 9.9935e-04
Validation prc-auc = 0.043495
Epoch 1471
Loss = 4.3020e-02, PNorm = 173.2414, GNorm = 0.6771, lr_0 = 9.9935e-04
Validation prc-auc = 0.036666
Epoch 1472
Loss = 6.5354e-02, PNorm = 173.3241, GNorm = 0.4452, lr_0 = 9.9935e-04
Validation prc-auc = 0.041590
Epoch 1473
Loss = 8.5841e-02, PNorm = 173.4203, GNorm = 0.6931, lr_0 = 9.9934e-04
Validation prc-auc = 0.042432
Epoch 1474
Loss = 5.5739e-02, PNorm = 173.5169, GNorm = 0.4063, lr_0 = 9.9934e-04
Validation prc-auc = 0.049110
Epoch 1475
Loss = 5.3831e-02, PNorm = 173.5934, GNorm = 0.4508, lr_0 = 9.9934e-04
Validation prc-auc = 0.055532
Epoch 1476
Loss = 1.9738e-02, PNorm = 173.6698, GNorm = 0.7218, lr_0 = 9.9934e-04
Validation prc-auc = 0.057296
Epoch 1477
Loss = 4.7365e-02, PNorm = 173.7143, GNorm = 0.5687, lr_0 = 9.9934e-04
Validation prc-auc = 0.058207
Epoch 1478
Loss = 6.6052e-03, PNorm = 173.7691, GNorm = 0.1055, lr_0 = 9.9934e-04
Validation prc-auc = 0.058158
Epoch 1479
Loss = 2.0248e-02, PNorm = 173.8074, GNorm = 0.6051, lr_0 = 9.9934e-04
Loss = 3.1256e-02, PNorm = 173.8519, GNorm = 1.5592, lr_0 = 9.9934e-04
Validation prc-auc = 0.041225
Epoch 1480
Loss = 2.0829e-02, PNorm = 173.8969, GNorm = 2.5645, lr_0 = 9.9934e-04
Validation prc-auc = 0.045819
Epoch 1481
Loss = 1.9477e-02, PNorm = 173.9413, GNorm = 0.6682, lr_0 = 9.9934e-04
Validation prc-auc = 0.057507
Epoch 1482
Loss = 6.6342e-02, PNorm = 173.9947, GNorm = 0.1207, lr_0 = 9.9934e-04
Validation prc-auc = 0.062562
Epoch 1483
Loss = 2.3491e-02, PNorm = 174.0819, GNorm = 0.3360, lr_0 = 9.9934e-04
Validation prc-auc = 0.050008
Epoch 1484
Loss = 1.5178e-02, PNorm = 174.1479, GNorm = 0.0471, lr_0 = 9.9934e-04
Validation prc-auc = 0.052996
Epoch 1485
Loss = 3.6543e-02, PNorm = 174.1990, GNorm = 0.2252, lr_0 = 9.9934e-04
Validation prc-auc = 0.051297
Epoch 1486
Loss = 4.3591e-02, PNorm = 174.2516, GNorm = 0.8572, lr_0 = 9.9934e-04
Validation prc-auc = 0.049859
Epoch 1487
Loss = 8.6016e-03, PNorm = 174.2889, GNorm = 0.3535, lr_0 = 9.9933e-04
Validation prc-auc = 0.051927
Epoch 1488
Loss = 4.5948e-02, PNorm = 174.3380, GNorm = 1.6717, lr_0 = 9.9933e-04
Validation prc-auc = 0.057570
Epoch 1489
Loss = 4.2998e-02, PNorm = 174.3950, GNorm = 0.8579, lr_0 = 9.9933e-04
Loss = 4.3830e-02, PNorm = 174.4526, GNorm = 0.2727, lr_0 = 9.9933e-04
Validation prc-auc = 0.056845
Epoch 1490
Loss = 2.2955e-02, PNorm = 174.5162, GNorm = 0.7916, lr_0 = 9.9933e-04
Validation prc-auc = 0.052688
Epoch 1491
Loss = 4.4885e-02, PNorm = 174.5775, GNorm = 0.6936, lr_0 = 9.9933e-04
Validation prc-auc = 0.060610
Epoch 1492
Loss = 1.1872e-02, PNorm = 174.6332, GNorm = 0.2322, lr_0 = 9.9933e-04
Validation prc-auc = 0.067747
Epoch 1493
Loss = 6.5125e-02, PNorm = 174.6822, GNorm = 0.7112, lr_0 = 9.9933e-04
Validation prc-auc = 0.068727
Epoch 1494
Loss = 2.8796e-02, PNorm = 174.7429, GNorm = 1.4296, lr_0 = 9.9933e-04
Validation prc-auc = 0.068735
Epoch 1495
Loss = 3.3290e-02, PNorm = 174.8064, GNorm = 0.2914, lr_0 = 9.9933e-04
Validation prc-auc = 0.069420
Epoch 1496
Loss = 5.7170e-02, PNorm = 174.8647, GNorm = 0.4041, lr_0 = 9.9933e-04
Validation prc-auc = 0.049201
Epoch 1497
Loss = 3.5782e-03, PNorm = 174.9349, GNorm = 0.3873, lr_0 = 9.9933e-04
Validation prc-auc = 0.044890
Epoch 1498
Loss = 3.1841e-02, PNorm = 174.9762, GNorm = 0.1497, lr_0 = 9.9933e-04
Validation prc-auc = 0.047076
Epoch 1499
Loss = 3.0699e-03, PNorm = 175.0062, GNorm = 0.1831, lr_0 = 9.9933e-04
Loss = 2.7801e-02, PNorm = 175.0474, GNorm = 1.4249, lr_0 = 9.9932e-04
Validation prc-auc = 0.047138
Epoch 1500
Loss = 1.9187e-02, PNorm = 175.0855, GNorm = 0.3932, lr_0 = 9.9932e-04
Validation prc-auc = 0.053491
Epoch 1501
Loss = 1.2800e-02, PNorm = 175.1294, GNorm = 0.6020, lr_0 = 9.9932e-04
Validation prc-auc = 0.059980
Epoch 1502
Loss = 3.1359e-02, PNorm = 175.1685, GNorm = 1.6830, lr_0 = 9.9932e-04
Validation prc-auc = 0.051633
Epoch 1503
Loss = 1.0017e-02, PNorm = 175.2193, GNorm = 0.0758, lr_0 = 9.9932e-04
Validation prc-auc = 0.048372
Epoch 1504
Loss = 7.1453e-03, PNorm = 175.2762, GNorm = 0.3363, lr_0 = 9.9932e-04
Validation prc-auc = 0.047339
Epoch 1505
Loss = 2.0176e-02, PNorm = 175.3124, GNorm = 1.4127, lr_0 = 9.9932e-04
Validation prc-auc = 0.046353
Epoch 1506
Loss = 2.3953e-03, PNorm = 175.3828, GNorm = 0.1451, lr_0 = 9.9932e-04
Validation prc-auc = 0.041361
Epoch 1507
Loss = 1.8637e-02, PNorm = 175.4395, GNorm = 0.9830, lr_0 = 9.9932e-04
Validation prc-auc = 0.029070
Epoch 1508
Loss = 1.7943e-02, PNorm = 175.5238, GNorm = 1.0611, lr_0 = 9.9932e-04
Validation prc-auc = 0.026209
Epoch 1509
Loss = 7.5293e-03, PNorm = 175.6111, GNorm = 0.4397, lr_0 = 9.9932e-04
Loss = 5.3034e-02, PNorm = 175.6601, GNorm = 1.3205, lr_0 = 9.9932e-04
Validation prc-auc = 0.027037
Epoch 1510
Loss = 2.6829e-02, PNorm = 175.7188, GNorm = 1.2470, lr_0 = 9.9932e-04
Validation prc-auc = 0.031954
Epoch 1511
Loss = 1.6378e-02, PNorm = 175.7761, GNorm = 1.2074, lr_0 = 9.9932e-04
Validation prc-auc = 0.040979
Epoch 1512
Loss = 1.6846e-02, PNorm = 175.8479, GNorm = 0.0350, lr_0 = 9.9932e-04
Validation prc-auc = 0.067785
Epoch 1513
Loss = 7.2978e-02, PNorm = 175.9062, GNorm = 0.0698, lr_0 = 9.9931e-04
Validation prc-auc = 0.051288
Epoch 1514
Loss = 1.7885e-02, PNorm = 175.9778, GNorm = 0.8168, lr_0 = 9.9931e-04
Validation prc-auc = 0.052162
Epoch 1515
Loss = 2.0840e-02, PNorm = 176.0355, GNorm = 0.1287, lr_0 = 9.9931e-04
Validation prc-auc = 0.056243
Epoch 1516
Loss = 3.5239e-02, PNorm = 176.1047, GNorm = 1.5095, lr_0 = 9.9931e-04
Validation prc-auc = 0.032462
Epoch 1517
Loss = 6.2107e-02, PNorm = 176.1814, GNorm = 1.0872, lr_0 = 9.9931e-04
Validation prc-auc = 0.080661
Epoch 1518
Loss = 3.7659e-02, PNorm = 176.2691, GNorm = 1.0605, lr_0 = 9.9931e-04
Validation prc-auc = 0.061453
Epoch 1519
Loss = 4.7560e-03, PNorm = 176.4072, GNorm = 0.1430, lr_0 = 9.9931e-04
Loss = 2.0331e-02, PNorm = 176.5002, GNorm = 2.7671, lr_0 = 9.9931e-04
Validation prc-auc = 0.069985
Epoch 1520
Loss = 2.5949e-02, PNorm = 176.5766, GNorm = 0.1350, lr_0 = 9.9931e-04
Validation prc-auc = 0.057270
Epoch 1521
Loss = 3.8526e-02, PNorm = 176.6312, GNorm = 0.6322, lr_0 = 9.9931e-04
Validation prc-auc = 0.046470
Epoch 1522
Loss = 4.0666e-02, PNorm = 176.6943, GNorm = 2.3714, lr_0 = 9.9931e-04
Validation prc-auc = 0.058750
Epoch 1523
Loss = 7.3098e-02, PNorm = 176.8038, GNorm = 2.5266, lr_0 = 9.9931e-04
Validation prc-auc = 0.050277
Epoch 1524
Loss = 5.5010e-02, PNorm = 176.9011, GNorm = 1.1496, lr_0 = 9.9931e-04
Validation prc-auc = 0.050031
Epoch 1525
Loss = 3.9606e-02, PNorm = 177.0048, GNorm = 1.8258, lr_0 = 9.9931e-04
Validation prc-auc = 0.049244
Epoch 1526
Loss = 4.6330e-02, PNorm = 177.0927, GNorm = 0.9591, lr_0 = 9.9930e-04
Validation prc-auc = 0.060035
Epoch 1527
Loss = 8.0189e-02, PNorm = 177.1573, GNorm = 0.6686, lr_0 = 9.9930e-04
Validation prc-auc = 0.044512
Epoch 1528
Loss = 2.3993e-02, PNorm = 177.2541, GNorm = 0.8801, lr_0 = 9.9930e-04
Validation prc-auc = 0.051415
Epoch 1529
Loss = 4.5116e-03, PNorm = 177.3160, GNorm = 0.0962, lr_0 = 9.9930e-04
Loss = 3.8169e-02, PNorm = 177.3830, GNorm = 0.2948, lr_0 = 9.9930e-04
Validation prc-auc = 0.047078
Epoch 1530
Loss = 4.9335e-02, PNorm = 177.4391, GNorm = 1.1950, lr_0 = 9.9930e-04
Validation prc-auc = 0.052265
Epoch 1531
Loss = 2.3742e-02, PNorm = 177.5223, GNorm = 0.4760, lr_0 = 9.9930e-04
Validation prc-auc = 0.064328
Epoch 1532
Loss = 3.8899e-02, PNorm = 177.5867, GNorm = 0.1434, lr_0 = 9.9930e-04
Validation prc-auc = 0.048595
Epoch 1533
Loss = 1.7338e-02, PNorm = 177.6227, GNorm = 1.5490, lr_0 = 9.9930e-04
Validation prc-auc = 0.045481
Epoch 1534
Loss = 4.0999e-02, PNorm = 177.6737, GNorm = 0.7662, lr_0 = 9.9930e-04
Validation prc-auc = 0.050998
Epoch 1535
Loss = 7.8820e-03, PNorm = 177.7223, GNorm = 0.5343, lr_0 = 9.9930e-04
Validation prc-auc = 0.050188
Epoch 1536
Loss = 2.7789e-02, PNorm = 177.7570, GNorm = 0.0734, lr_0 = 9.9930e-04
Validation prc-auc = 0.043600
Epoch 1537
Loss = 3.0165e-02, PNorm = 177.7974, GNorm = 1.5789, lr_0 = 9.9930e-04
Validation prc-auc = 0.037572
Epoch 1538
Loss = 1.0162e-02, PNorm = 177.8551, GNorm = 0.3459, lr_0 = 9.9930e-04
Validation prc-auc = 0.036958
Epoch 1539
Loss = 1.2697e-02, PNorm = 177.9062, GNorm = 0.4830, lr_0 = 9.9930e-04
Loss = 3.0865e-02, PNorm = 177.9740, GNorm = 0.6063, lr_0 = 9.9929e-04
Validation prc-auc = 0.033111
Epoch 1540
Loss = 2.4027e-02, PNorm = 178.0274, GNorm = 0.6520, lr_0 = 9.9929e-04
Validation prc-auc = 0.047765
Epoch 1541
Loss = 2.6120e-02, PNorm = 178.0694, GNorm = 1.1227, lr_0 = 9.9929e-04
Validation prc-auc = 0.056203
Epoch 1542
Loss = 4.9471e-02, PNorm = 178.1154, GNorm = 0.9154, lr_0 = 9.9929e-04
Validation prc-auc = 0.063118
Epoch 1543
Loss = 2.4250e-02, PNorm = 178.2036, GNorm = 1.2253, lr_0 = 9.9929e-04
Validation prc-auc = 0.065297
Epoch 1544
Loss = 8.3287e-02, PNorm = 178.2672, GNorm = 1.1970, lr_0 = 9.9929e-04
Validation prc-auc = 0.064414
Epoch 1545
Loss = 2.7536e-02, PNorm = 178.3518, GNorm = 0.2602, lr_0 = 9.9929e-04
Validation prc-auc = 0.059242
Epoch 1546
Loss = 8.0934e-02, PNorm = 178.4097, GNorm = 2.2699, lr_0 = 9.9929e-04
Validation prc-auc = 0.065685
Epoch 1547
Loss = 9.4865e-02, PNorm = 178.4677, GNorm = 3.0416, lr_0 = 9.9929e-04
Validation prc-auc = 0.067094
Epoch 1548
Loss = 5.2135e-02, PNorm = 178.5648, GNorm = 1.3405, lr_0 = 9.9929e-04
Validation prc-auc = 0.064660
Epoch 1549
Loss = 3.1532e-02, PNorm = 178.6449, GNorm = 1.0375, lr_0 = 9.9929e-04
Loss = 1.2233e-02, PNorm = 178.7097, GNorm = 0.1220, lr_0 = 9.9929e-04
Validation prc-auc = 0.068218
Epoch 1550
Loss = 3.7835e-02, PNorm = 178.7580, GNorm = 0.2119, lr_0 = 9.9929e-04
Validation prc-auc = 0.060810
Epoch 1551
Loss = 3.0954e-02, PNorm = 178.8533, GNorm = 0.6576, lr_0 = 9.9929e-04
Validation prc-auc = 0.049286
Epoch 1552
Loss = 2.3057e-02, PNorm = 178.9171, GNorm = 0.8782, lr_0 = 9.9928e-04
Validation prc-auc = 0.046876
Epoch 1553
Loss = 6.7639e-02, PNorm = 178.9911, GNorm = 1.7685, lr_0 = 9.9928e-04
Validation prc-auc = 0.039056
Epoch 1554
Loss = 1.7977e-02, PNorm = 179.0652, GNorm = 0.2334, lr_0 = 9.9928e-04
Validation prc-auc = 0.037368
Epoch 1555
Loss = 2.7626e-02, PNorm = 179.1073, GNorm = 0.9782, lr_0 = 9.9928e-04
Validation prc-auc = 0.041184
Epoch 1556
Loss = 5.0705e-02, PNorm = 179.1760, GNorm = 1.2685, lr_0 = 9.9928e-04
Validation prc-auc = 0.049855
Epoch 1557
Loss = 6.0596e-03, PNorm = 179.2394, GNorm = 0.4023, lr_0 = 9.9928e-04
Validation prc-auc = 0.063893
Epoch 1558
Loss = 8.4904e-03, PNorm = 179.2938, GNorm = 0.3539, lr_0 = 9.9928e-04
Validation prc-auc = 0.061321
Epoch 1559
Loss = 3.4440e-03, PNorm = 179.3380, GNorm = 0.1202, lr_0 = 9.9928e-04
Loss = 1.6392e-02, PNorm = 179.3847, GNorm = 0.2449, lr_0 = 9.9928e-04
Validation prc-auc = 0.063632
Epoch 1560
Loss = 2.2536e-02, PNorm = 179.4252, GNorm = 1.0093, lr_0 = 9.9928e-04
Validation prc-auc = 0.065196
Epoch 1561
Loss = 1.2169e-02, PNorm = 179.4579, GNorm = 0.3927, lr_0 = 9.9928e-04
Validation prc-auc = 0.059375
Epoch 1562
Loss = 1.1993e-02, PNorm = 179.4822, GNorm = 0.0822, lr_0 = 9.9928e-04
Validation prc-auc = 0.056071
Epoch 1563
Loss = 2.3649e-02, PNorm = 179.5136, GNorm = 0.0604, lr_0 = 9.9928e-04
Validation prc-auc = 0.050518
Epoch 1564
Loss = 3.1535e-02, PNorm = 179.5549, GNorm = 0.7156, lr_0 = 9.9928e-04
Validation prc-auc = 0.048839
Epoch 1565
Loss = 2.1284e-02, PNorm = 179.6062, GNorm = 1.9003, lr_0 = 9.9928e-04
Validation prc-auc = 0.047794
Epoch 1566
Loss = 5.4994e-02, PNorm = 179.6482, GNorm = 0.5170, lr_0 = 9.9927e-04
Validation prc-auc = 0.032403
Epoch 1567
Loss = 1.1137e-02, PNorm = 179.7095, GNorm = 0.1603, lr_0 = 9.9927e-04
Validation prc-auc = 0.029307
Epoch 1568
Loss = 1.9905e-02, PNorm = 179.7525, GNorm = 0.0818, lr_0 = 9.9927e-04
Validation prc-auc = 0.030383
Epoch 1569
Loss = 2.8771e-03, PNorm = 179.8028, GNorm = 0.1115, lr_0 = 9.9927e-04
Loss = 2.1920e-02, PNorm = 179.8457, GNorm = 0.4189, lr_0 = 9.9927e-04
Validation prc-auc = 0.036579
Epoch 1570
Loss = 1.4201e-02, PNorm = 179.8798, GNorm = 0.0333, lr_0 = 9.9927e-04
Validation prc-auc = 0.049214
Epoch 1571
Loss = 3.1915e-02, PNorm = 179.9194, GNorm = 1.7808, lr_0 = 9.9927e-04
Validation prc-auc = 0.057543
Epoch 1572
Loss = 3.6362e-02, PNorm = 179.9815, GNorm = 1.0932, lr_0 = 9.9927e-04
Validation prc-auc = 0.063265
Epoch 1573
Loss = 2.6264e-02, PNorm = 180.0266, GNorm = 0.3491, lr_0 = 9.9927e-04
Validation prc-auc = 0.048126
Epoch 1574
Loss = 2.6890e-02, PNorm = 180.0823, GNorm = 0.0821, lr_0 = 9.9927e-04
Validation prc-auc = 0.046151
Epoch 1575
Loss = 3.9038e-02, PNorm = 180.1327, GNorm = 2.1679, lr_0 = 9.9927e-04
Validation prc-auc = 0.041091
Epoch 1576
Loss = 2.9069e-02, PNorm = 180.2036, GNorm = 0.5192, lr_0 = 9.9927e-04
Validation prc-auc = 0.035242
Epoch 1577
Loss = 6.0688e-02, PNorm = 180.2780, GNorm = 1.1123, lr_0 = 9.9927e-04
Validation prc-auc = 0.055446
Epoch 1578
Loss = 3.0418e-02, PNorm = 180.3647, GNorm = 1.5044, lr_0 = 9.9927e-04
Validation prc-auc = 0.072272
Epoch 1579
Loss = 5.3603e-03, PNorm = 180.4464, GNorm = 0.2597, lr_0 = 9.9926e-04
Loss = 2.7954e-02, PNorm = 180.5312, GNorm = 0.3268, lr_0 = 9.9926e-04
Validation prc-auc = 0.089160
Epoch 1580
Loss = 6.7115e-02, PNorm = 180.6188, GNorm = 0.9594, lr_0 = 9.9926e-04
Validation prc-auc = 0.080862
Epoch 1581
Loss = 3.5795e-02, PNorm = 180.7202, GNorm = 1.7979, lr_0 = 9.9926e-04
Validation prc-auc = 0.087051
Epoch 1582
Loss = 2.0795e-02, PNorm = 180.8150, GNorm = 1.8063, lr_0 = 9.9926e-04
Validation prc-auc = 0.083341
Epoch 1583
Loss = 4.3065e-03, PNorm = 180.8982, GNorm = 0.3825, lr_0 = 9.9926e-04
Validation prc-auc = 0.088088
Epoch 1584
Loss = 1.4835e-02, PNorm = 180.9474, GNorm = 1.3504, lr_0 = 9.9926e-04
Validation prc-auc = 0.091270
Epoch 1585
Loss = 2.5567e-02, PNorm = 181.0007, GNorm = 1.5310, lr_0 = 9.9926e-04
Validation prc-auc = 0.084437
Epoch 1586
Loss = 8.5337e-03, PNorm = 181.0487, GNorm = 0.1327, lr_0 = 9.9926e-04
Validation prc-auc = 0.070907
Epoch 1587
Loss = 5.5513e-02, PNorm = 181.1165, GNorm = 0.6529, lr_0 = 9.9926e-04
Validation prc-auc = 0.052617
Epoch 1588
Loss = 4.2581e-02, PNorm = 181.1719, GNorm = 2.4906, lr_0 = 9.9926e-04
Validation prc-auc = 0.064698
Epoch 1589
Loss = 3.1124e-02, PNorm = 181.2318, GNorm = 1.7057, lr_0 = 9.9926e-04
Loss = 1.9461e-02, PNorm = 181.2904, GNorm = 1.3198, lr_0 = 9.9926e-04
Validation prc-auc = 0.050642
Epoch 1590
Loss = 6.4275e-02, PNorm = 181.4015, GNorm = 0.6261, lr_0 = 9.9926e-04
Validation prc-auc = 0.055774
Epoch 1591
Loss = 5.5225e-02, PNorm = 181.5068, GNorm = 0.9018, lr_0 = 9.9926e-04
Validation prc-auc = 0.039723
Epoch 1592
Loss = 7.2010e-02, PNorm = 181.6081, GNorm = 0.7229, lr_0 = 9.9925e-04
Validation prc-auc = 0.048476
Epoch 1593
Loss = 7.2762e-02, PNorm = 181.7230, GNorm = 0.4511, lr_0 = 9.9925e-04
Validation prc-auc = 0.070570
Epoch 1594
Loss = 4.0435e-02, PNorm = 181.8151, GNorm = 0.6019, lr_0 = 9.9925e-04
Validation prc-auc = 0.061829
Epoch 1595
Loss = 1.2509e-02, PNorm = 181.9116, GNorm = 0.1519, lr_0 = 9.9925e-04
Validation prc-auc = 0.065532
Epoch 1596
Loss = 4.1276e-02, PNorm = 181.9700, GNorm = 0.8821, lr_0 = 9.9925e-04
Validation prc-auc = 0.053903
Epoch 1597
Loss = 4.3388e-02, PNorm = 182.0492, GNorm = 0.2757, lr_0 = 9.9925e-04
Validation prc-auc = 0.051565
Epoch 1598
Loss = 3.0553e-02, PNorm = 182.1532, GNorm = 0.3932, lr_0 = 9.9925e-04
Validation prc-auc = 0.043305
Epoch 1599
Loss = 1.6140e-02, PNorm = 182.2326, GNorm = 0.4301, lr_0 = 9.9925e-04
Loss = 2.6558e-02, PNorm = 182.3128, GNorm = 0.6603, lr_0 = 9.9925e-04
Validation prc-auc = 0.053241
Epoch 1600
Loss = 4.0166e-02, PNorm = 182.3774, GNorm = 0.7958, lr_0 = 9.9925e-04
Validation prc-auc = 0.052264
Epoch 1601
Loss = 1.2868e-02, PNorm = 182.4359, GNorm = 0.0576, lr_0 = 9.9925e-04
Validation prc-auc = 0.057436
Epoch 1602
Loss = 6.0851e-02, PNorm = 182.4746, GNorm = 0.7065, lr_0 = 9.9925e-04
Validation prc-auc = 0.057910
Epoch 1603
Loss = 5.6630e-02, PNorm = 182.5506, GNorm = 0.3405, lr_0 = 9.9925e-04
Validation prc-auc = 0.045053
Epoch 1604
Loss = 4.6996e-02, PNorm = 182.6351, GNorm = 1.7253, lr_0 = 9.9925e-04
Validation prc-auc = 0.046347
Epoch 1605
Loss = 2.8297e-02, PNorm = 182.7192, GNorm = 0.3606, lr_0 = 9.9924e-04
Validation prc-auc = 0.037445
Epoch 1606
Loss = 5.8212e-03, PNorm = 182.7896, GNorm = 0.0684, lr_0 = 9.9924e-04
Validation prc-auc = 0.057846
Epoch 1607
Loss = 2.2961e-01, PNorm = 182.8492, GNorm = 0.3092, lr_0 = 9.9924e-04
Validation prc-auc = 0.121364
Epoch 1608
Loss = 1.1145e-01, PNorm = 182.9333, GNorm = 1.5782, lr_0 = 9.9924e-04
Validation prc-auc = 0.107886
Epoch 1609
Loss = 5.8254e-03, PNorm = 183.0277, GNorm = 0.1311, lr_0 = 9.9924e-04
Loss = 2.0785e-02, PNorm = 183.0921, GNorm = 1.0627, lr_0 = 9.9924e-04
Validation prc-auc = 0.102376
Epoch 1610
Loss = 1.6335e-02, PNorm = 183.1340, GNorm = 1.0636, lr_0 = 9.9924e-04
Validation prc-auc = 0.073027
Epoch 1611
Loss = 4.6181e-02, PNorm = 183.1662, GNorm = 1.4099, lr_0 = 9.9924e-04
Validation prc-auc = 0.078850
Epoch 1612
Loss = 3.1246e-02, PNorm = 183.2267, GNorm = 0.0882, lr_0 = 9.9924e-04
Validation prc-auc = 0.069731
Epoch 1613
Loss = 5.6117e-02, PNorm = 183.2795, GNorm = 0.7086, lr_0 = 9.9924e-04
Validation prc-auc = 0.073629
Epoch 1614
Loss = 2.0837e-02, PNorm = 183.3331, GNorm = 1.2941, lr_0 = 9.9924e-04
Validation prc-auc = 0.074799
Epoch 1615
Loss = 2.3656e-02, PNorm = 183.4133, GNorm = 1.4097, lr_0 = 9.9924e-04
Validation prc-auc = 0.062649
Epoch 1616
Loss = 8.0787e-03, PNorm = 183.4657, GNorm = 0.0957, lr_0 = 9.9924e-04
Validation prc-auc = 0.060097
Epoch 1617
Loss = 2.0776e-02, PNorm = 183.5204, GNorm = 0.9351, lr_0 = 9.9924e-04
Validation prc-auc = 0.065926
Epoch 1618
Loss = 8.2279e-02, PNorm = 183.5762, GNorm = 1.4605, lr_0 = 9.9924e-04
Validation prc-auc = 0.077770
Epoch 1619
Loss = 1.1385e-02, PNorm = 183.6301, GNorm = 0.3088, lr_0 = 9.9923e-04
Loss = 7.5793e-03, PNorm = 183.6852, GNorm = 0.2350, lr_0 = 9.9923e-04
Validation prc-auc = 0.079904
Epoch 1620
Loss = 1.7491e-02, PNorm = 183.7104, GNorm = 0.0292, lr_0 = 9.9923e-04
Validation prc-auc = 0.080997
Epoch 1621
Loss = 2.0454e-02, PNorm = 183.7367, GNorm = 0.0516, lr_0 = 9.9923e-04
Validation prc-auc = 0.083289
Epoch 1622
Loss = 2.4893e-02, PNorm = 183.7798, GNorm = 0.3163, lr_0 = 9.9923e-04
Validation prc-auc = 0.085990
Epoch 1623
Loss = 9.2881e-03, PNorm = 183.8279, GNorm = 0.3379, lr_0 = 9.9923e-04
Validation prc-auc = 0.085758
Epoch 1624
Loss = 1.4635e-02, PNorm = 183.8736, GNorm = 0.2522, lr_0 = 9.9923e-04
Validation prc-auc = 0.081072
Epoch 1625
Loss = 3.4182e-02, PNorm = 183.9228, GNorm = 1.1451, lr_0 = 9.9923e-04
Validation prc-auc = 0.083119
Epoch 1626
Loss = 3.4237e-02, PNorm = 183.9813, GNorm = 1.0671, lr_0 = 9.9923e-04
Validation prc-auc = 0.093756
Epoch 1627
Loss = 2.1005e-02, PNorm = 184.0512, GNorm = 1.3323, lr_0 = 9.9923e-04
Validation prc-auc = 0.093250
Epoch 1628
Loss = 1.0666e-02, PNorm = 184.1234, GNorm = 0.6095, lr_0 = 9.9923e-04
Validation prc-auc = 0.094555
Epoch 1629
Loss = 1.3051e-02, PNorm = 184.1883, GNorm = 0.5904, lr_0 = 9.9923e-04
Loss = 2.5085e-02, PNorm = 184.2770, GNorm = 0.6733, lr_0 = 9.9923e-04
Validation prc-auc = 0.085279
Epoch 1630
Loss = 3.5031e-02, PNorm = 184.3680, GNorm = 0.3177, lr_0 = 9.9923e-04
Validation prc-auc = 0.048896
Epoch 1631
Loss = 3.8666e-02, PNorm = 184.4483, GNorm = 0.2871, lr_0 = 9.9922e-04
Validation prc-auc = 0.050824
Epoch 1632
Loss = 3.0250e-02, PNorm = 184.5233, GNorm = 0.3747, lr_0 = 9.9922e-04
Validation prc-auc = 0.063410
Epoch 1633
Loss = 8.8146e-03, PNorm = 184.6055, GNorm = 0.2394, lr_0 = 9.9922e-04
Validation prc-auc = 0.085228
Epoch 1634
Loss = 3.5338e-02, PNorm = 184.6610, GNorm = 0.3776, lr_0 = 9.9922e-04
Validation prc-auc = 0.094911
Epoch 1635
Loss = 7.2472e-03, PNorm = 184.7175, GNorm = 0.2851, lr_0 = 9.9922e-04
Validation prc-auc = 0.091123
Epoch 1636
Loss = 1.4245e-02, PNorm = 184.7576, GNorm = 0.7974, lr_0 = 9.9922e-04
Validation prc-auc = 0.086382
Epoch 1637
Loss = 2.4738e-02, PNorm = 184.8079, GNorm = 0.0490, lr_0 = 9.9922e-04
Validation prc-auc = 0.090916
Epoch 1638
Loss = 7.8813e-03, PNorm = 184.8553, GNorm = 0.4249, lr_0 = 9.9922e-04
Validation prc-auc = 0.072501
Epoch 1639
Loss = 6.5109e-03, PNorm = 184.8944, GNorm = 0.1729, lr_0 = 9.9922e-04
Loss = 3.9366e-02, PNorm = 184.9660, GNorm = 0.3444, lr_0 = 9.9922e-04
Validation prc-auc = 0.065255
Epoch 1640
Loss = 4.2401e-02, PNorm = 185.0617, GNorm = 0.2002, lr_0 = 9.9922e-04
Validation prc-auc = 0.079016
Epoch 1641
Loss = 2.0485e-02, PNorm = 185.1031, GNorm = 0.0486, lr_0 = 9.9922e-04
Validation prc-auc = 0.086354
Epoch 1642
Loss = 4.0774e-02, PNorm = 185.1576, GNorm = 0.1405, lr_0 = 9.9922e-04
Validation prc-auc = 0.083948
Epoch 1643
Loss = 5.4502e-02, PNorm = 185.2290, GNorm = 0.7995, lr_0 = 9.9922e-04
Validation prc-auc = 0.066580
Epoch 1644
Loss = 4.9459e-02, PNorm = 185.3081, GNorm = 1.2119, lr_0 = 9.9922e-04
Validation prc-auc = 0.051770
Epoch 1645
Loss = 2.3452e-02, PNorm = 185.3903, GNorm = 0.7801, lr_0 = 9.9921e-04
Validation prc-auc = 0.063202
Epoch 1646
Loss = 4.1435e-02, PNorm = 185.4769, GNorm = 0.2841, lr_0 = 9.9921e-04
Validation prc-auc = 0.060834
Epoch 1647
Loss = 4.5982e-02, PNorm = 185.5784, GNorm = 0.9817, lr_0 = 9.9921e-04
Validation prc-auc = 0.045959
Epoch 1648
Loss = 8.6920e-03, PNorm = 185.6761, GNorm = 0.1751, lr_0 = 9.9921e-04
Validation prc-auc = 0.047546
Epoch 1649
Loss = 3.4932e-03, PNorm = 185.7382, GNorm = 0.1520, lr_0 = 9.9921e-04
Loss = 3.2571e-02, PNorm = 185.7719, GNorm = 0.8118, lr_0 = 9.9921e-04
Validation prc-auc = 0.050395
Epoch 1650
Loss = 1.9086e-02, PNorm = 185.8473, GNorm = 0.1239, lr_0 = 9.9921e-04
Validation prc-auc = 0.044521
Epoch 1651
Loss = 3.5553e-02, PNorm = 185.9019, GNorm = 0.0344, lr_0 = 9.9921e-04
Validation prc-auc = 0.035431
Epoch 1652
Loss = 4.6775e-02, PNorm = 185.9798, GNorm = 1.9423, lr_0 = 9.9921e-04
Validation prc-auc = 0.045381
Epoch 1653
Loss = 6.1425e-02, PNorm = 186.0636, GNorm = 1.6965, lr_0 = 9.9921e-04
Validation prc-auc = 0.037615
Epoch 1654
Loss = 3.8331e-02, PNorm = 186.1744, GNorm = 0.8725, lr_0 = 9.9921e-04
Validation prc-auc = 0.043909
Epoch 1655
Loss = 4.7689e-02, PNorm = 186.2636, GNorm = 1.0232, lr_0 = 9.9921e-04
Validation prc-auc = 0.045619
Epoch 1656
Loss = 3.8342e-02, PNorm = 186.3597, GNorm = 2.0174, lr_0 = 9.9921e-04
Validation prc-auc = 0.072287
Epoch 1657
Loss = 5.5932e-02, PNorm = 186.4714, GNorm = 1.2786, lr_0 = 9.9921e-04
Validation prc-auc = 0.056303
Epoch 1658
Loss = 1.0282e-02, PNorm = 186.5645, GNorm = 0.7201, lr_0 = 9.9921e-04
Validation prc-auc = 0.039375
Epoch 1659
Loss = 2.0670e-02, PNorm = 186.6428, GNorm = 0.5828, lr_0 = 9.9920e-04
Loss = 7.6183e-03, PNorm = 186.7155, GNorm = 0.2822, lr_0 = 9.9920e-04
Validation prc-auc = 0.034687
Epoch 1660
Loss = 4.9177e-02, PNorm = 186.7658, GNorm = 2.5040, lr_0 = 9.9920e-04
Validation prc-auc = 0.034239
Epoch 1661
Loss = 1.8838e-02, PNorm = 186.8501, GNorm = 0.1061, lr_0 = 9.9920e-04
Validation prc-auc = 0.060965
Epoch 1662
Loss = 2.7326e-02, PNorm = 186.9159, GNorm = 1.2360, lr_0 = 9.9920e-04
Validation prc-auc = 0.069374
Epoch 1663
Loss = 3.1930e-02, PNorm = 186.9965, GNorm = 0.1777, lr_0 = 9.9920e-04
Validation prc-auc = 0.067176
Epoch 1664
Loss = 2.3986e-02, PNorm = 187.0704, GNorm = 0.2872, lr_0 = 9.9920e-04
Validation prc-auc = 0.054227
Epoch 1665
Loss = 5.0131e-02, PNorm = 187.1510, GNorm = 3.1185, lr_0 = 9.9920e-04
Validation prc-auc = 0.051850
Epoch 1666
Loss = 2.8531e-02, PNorm = 187.2606, GNorm = 2.0403, lr_0 = 9.9920e-04
Validation prc-auc = 0.053523
Epoch 1667
Loss = 2.9529e-03, PNorm = 187.3646, GNorm = 0.0126, lr_0 = 9.9920e-04
Validation prc-auc = 0.046152
Epoch 1668
Loss = 2.5770e-02, PNorm = 187.4327, GNorm = 1.1233, lr_0 = 9.9920e-04
Validation prc-auc = 0.044095
Epoch 1669
Loss = 9.2073e-03, PNorm = 187.5148, GNorm = 0.2791, lr_0 = 9.9920e-04
Loss = 2.2876e-02, PNorm = 187.5775, GNorm = 0.4466, lr_0 = 9.9920e-04
Validation prc-auc = 0.036237
Epoch 1670
Loss = 5.9164e-02, PNorm = 187.6440, GNorm = 0.2611, lr_0 = 9.9920e-04
Validation prc-auc = 0.039340
Epoch 1671
Loss = 6.4808e-02, PNorm = 187.7174, GNorm = 0.1403, lr_0 = 9.9919e-04
Validation prc-auc = 0.049826
Epoch 1672
Loss = 3.8544e-02, PNorm = 187.8098, GNorm = 1.8212, lr_0 = 9.9919e-04
Validation prc-auc = 0.046470
Epoch 1673
Loss = 2.5704e-02, PNorm = 187.8934, GNorm = 0.4895, lr_0 = 9.9919e-04
Validation prc-auc = 0.054496
Epoch 1674
Loss = 2.9968e-02, PNorm = 187.9622, GNorm = 2.3804, lr_0 = 9.9919e-04
Validation prc-auc = 0.054886
Epoch 1675
Loss = 6.8757e-03, PNorm = 188.0215, GNorm = 0.0661, lr_0 = 9.9919e-04
Validation prc-auc = 0.036915
Epoch 1676
Loss = 4.2541e-02, PNorm = 188.0788, GNorm = 1.1787, lr_0 = 9.9919e-04
Validation prc-auc = 0.037710
Epoch 1677
Loss = 6.9899e-03, PNorm = 188.1312, GNorm = 0.5584, lr_0 = 9.9919e-04
Validation prc-auc = 0.038013
Epoch 1678
Loss = 3.3671e-02, PNorm = 188.1877, GNorm = 0.0656, lr_0 = 9.9919e-04
Validation prc-auc = 0.039507
Epoch 1679
Loss = 7.9383e-02, PNorm = 188.2491, GNorm = 2.0950, lr_0 = 9.9919e-04
Loss = 2.7892e-02, PNorm = 188.3129, GNorm = 1.2178, lr_0 = 9.9919e-04
Validation prc-auc = 0.047577
Epoch 1680
Loss = 3.3519e-02, PNorm = 188.3959, GNorm = 1.2737, lr_0 = 9.9919e-04
Validation prc-auc = 0.045861
Epoch 1681
Loss = 2.6055e-02, PNorm = 188.4652, GNorm = 1.0145, lr_0 = 9.9919e-04
Validation prc-auc = 0.050136
Epoch 1682
Loss = 1.3732e-02, PNorm = 188.5360, GNorm = 1.3381, lr_0 = 9.9919e-04
Validation prc-auc = 0.040490
Epoch 1683
Loss = 1.1075e-02, PNorm = 188.5842, GNorm = 0.7189, lr_0 = 9.9919e-04
Validation prc-auc = 0.038868
Epoch 1684
Loss = 7.0800e-02, PNorm = 188.6325, GNorm = 0.4113, lr_0 = 9.9919e-04
Validation prc-auc = 0.041294
Epoch 1685
Loss = 5.3214e-02, PNorm = 188.6933, GNorm = 2.3617, lr_0 = 9.9918e-04
Validation prc-auc = 0.052579
Epoch 1686
Loss = 6.9060e-02, PNorm = 188.7686, GNorm = 1.3778, lr_0 = 9.9918e-04
Validation prc-auc = 0.047468
Epoch 1687
Loss = 6.6220e-02, PNorm = 188.8431, GNorm = 0.8125, lr_0 = 9.9918e-04
Validation prc-auc = 0.070545
Epoch 1688
Loss = 2.3517e-02, PNorm = 188.9403, GNorm = 0.4647, lr_0 = 9.9918e-04
Validation prc-auc = 0.075014
Epoch 1689
Loss = 1.0005e-02, PNorm = 189.0381, GNorm = 0.4241, lr_0 = 9.9918e-04
Loss = 3.0735e-02, PNorm = 189.1007, GNorm = 0.3680, lr_0 = 9.9918e-04
Validation prc-auc = 0.063494
Epoch 1690
Loss = 4.5361e-02, PNorm = 189.1649, GNorm = 0.3359, lr_0 = 9.9918e-04
Validation prc-auc = 0.051150
Epoch 1691
Loss = 1.4850e-02, PNorm = 189.2260, GNorm = 0.0276, lr_0 = 9.9918e-04
Validation prc-auc = 0.042302
Epoch 1692
Loss = 2.5658e-02, PNorm = 189.2694, GNorm = 0.7134, lr_0 = 9.9918e-04
Validation prc-auc = 0.044470
Epoch 1693
Loss = 2.6942e-02, PNorm = 189.3096, GNorm = 1.4807, lr_0 = 9.9918e-04
Validation prc-auc = 0.046796
Epoch 1694
Loss = 3.4862e-02, PNorm = 189.3607, GNorm = 1.2439, lr_0 = 9.9918e-04
Validation prc-auc = 0.065186
Epoch 1695
Loss = 6.6375e-03, PNorm = 189.4150, GNorm = 0.3176, lr_0 = 9.9918e-04
Validation prc-auc = 0.076260
Epoch 1696
Loss = 1.4362e-02, PNorm = 189.4590, GNorm = 0.6264, lr_0 = 9.9918e-04
Validation prc-auc = 0.054586
Epoch 1697
Loss = 1.2400e-02, PNorm = 189.5029, GNorm = 0.5145, lr_0 = 9.9918e-04
Validation prc-auc = 0.042570
Epoch 1698
Loss = 1.9293e-02, PNorm = 189.5449, GNorm = 1.0568, lr_0 = 9.9917e-04
Validation prc-auc = 0.058055
Epoch 1699
Loss = 1.2115e-01, PNorm = 189.5795, GNorm = 1.6608, lr_0 = 9.9917e-04
Loss = 2.7197e-02, PNorm = 189.6380, GNorm = 0.8209, lr_0 = 9.9917e-04
Validation prc-auc = 0.062381
Epoch 1700
Loss = 1.9205e-02, PNorm = 189.6973, GNorm = 1.2605, lr_0 = 9.9917e-04
Validation prc-auc = 0.062768
Epoch 1701
Loss = 3.2513e-02, PNorm = 189.7406, GNorm = 0.9219, lr_0 = 9.9917e-04
Validation prc-auc = 0.069904
Epoch 1702
Loss = 3.4947e-02, PNorm = 189.8121, GNorm = 0.6191, lr_0 = 9.9917e-04
Validation prc-auc = 0.070883
Epoch 1703
Loss = 1.6879e-02, PNorm = 189.8824, GNorm = 1.0398, lr_0 = 9.9917e-04
Validation prc-auc = 0.064088
Epoch 1704
Loss = 2.1940e-02, PNorm = 189.9354, GNorm = 0.8280, lr_0 = 9.9917e-04
Validation prc-auc = 0.081099
Epoch 1705
Loss = 5.3575e-03, PNorm = 189.9939, GNorm = 0.0532, lr_0 = 9.9917e-04
Validation prc-auc = 0.077783
Epoch 1706
Loss = 6.6782e-02, PNorm = 190.0250, GNorm = 1.2113, lr_0 = 9.9917e-04
Validation prc-auc = 0.079669
Epoch 1707
Loss = 7.3774e-02, PNorm = 190.0773, GNorm = 1.1814, lr_0 = 9.9917e-04
Validation prc-auc = 0.079475
Epoch 1708
Loss = 3.9617e-02, PNorm = 190.1551, GNorm = 1.5080, lr_0 = 9.9917e-04
Validation prc-auc = 0.075596
Epoch 1709
Loss = 1.0064e-02, PNorm = 190.2591, GNorm = 0.4679, lr_0 = 9.9917e-04
Loss = 4.5252e-02, PNorm = 190.3370, GNorm = 0.4311, lr_0 = 9.9917e-04
Validation prc-auc = 0.080762
Epoch 1710
Loss = 1.6930e-02, PNorm = 190.4038, GNorm = 0.1417, lr_0 = 9.9917e-04
Validation prc-auc = 0.085559
Epoch 1711
Loss = 6.7988e-02, PNorm = 190.4506, GNorm = 0.4057, lr_0 = 9.9916e-04
Validation prc-auc = 0.084048
Epoch 1712
Loss = 4.9936e-02, PNorm = 190.5450, GNorm = 0.5078, lr_0 = 9.9916e-04
Validation prc-auc = 0.073620
Epoch 1713
Loss = 2.3917e-02, PNorm = 190.6113, GNorm = 0.0654, lr_0 = 9.9916e-04
Validation prc-auc = 0.071034
Epoch 1714
Loss = 3.5933e-02, PNorm = 190.6716, GNorm = 0.1226, lr_0 = 9.9916e-04
Validation prc-auc = 0.070252
Epoch 1715
Loss = 1.7369e-02, PNorm = 190.7221, GNorm = 0.1897, lr_0 = 9.9916e-04
Validation prc-auc = 0.056502
Epoch 1716
Loss = 1.3966e-02, PNorm = 190.7634, GNorm = 0.1351, lr_0 = 9.9916e-04
Validation prc-auc = 0.048836
Epoch 1717
Loss = 9.0637e-03, PNorm = 190.8237, GNorm = 0.6695, lr_0 = 9.9916e-04
Validation prc-auc = 0.056817
Epoch 1718
Loss = 1.4192e-01, PNorm = 190.8878, GNorm = 0.0745, lr_0 = 9.9916e-04
Validation prc-auc = 0.043087
Epoch 1719
Loss = 4.9159e-03, PNorm = 190.9555, GNorm = 0.1741, lr_0 = 9.9916e-04
Loss = 5.4663e-02, PNorm = 191.0361, GNorm = 1.2783, lr_0 = 9.9916e-04
Validation prc-auc = 0.039890
Epoch 1720
Loss = 3.5951e-02, PNorm = 191.1293, GNorm = 2.1341, lr_0 = 9.9916e-04
Validation prc-auc = 0.038857
Epoch 1721
Loss = 3.5782e-02, PNorm = 191.2104, GNorm = 2.4568, lr_0 = 9.9916e-04
Validation prc-auc = 0.037557
Epoch 1722
Loss = 5.4014e-02, PNorm = 191.2818, GNorm = 1.2652, lr_0 = 9.9916e-04
Validation prc-auc = 0.043352
Epoch 1723
Loss = 2.9452e-02, PNorm = 191.3616, GNorm = 0.2547, lr_0 = 9.9916e-04
Validation prc-auc = 0.047845
Epoch 1724
Loss = 2.3889e-02, PNorm = 191.4417, GNorm = 1.0545, lr_0 = 9.9915e-04
Validation prc-auc = 0.034887
Epoch 1725
Loss = 4.6715e-02, PNorm = 191.5148, GNorm = 2.2011, lr_0 = 9.9915e-04
Validation prc-auc = 0.039671
Epoch 1726
Loss = 1.5660e-02, PNorm = 191.6057, GNorm = 0.7714, lr_0 = 9.9915e-04
Validation prc-auc = 0.049160
Epoch 1727
Loss = 4.2053e-02, PNorm = 191.6880, GNorm = 1.2760, lr_0 = 9.9915e-04
Validation prc-auc = 0.043967
Epoch 1728
Loss = 4.5854e-02, PNorm = 191.7479, GNorm = 1.1790, lr_0 = 9.9915e-04
Validation prc-auc = 0.054180
Epoch 1729
Loss = 2.8389e-03, PNorm = 191.8228, GNorm = 0.2651, lr_0 = 9.9915e-04
Loss = 3.5799e-02, PNorm = 191.8859, GNorm = 4.0401, lr_0 = 9.9915e-04
Validation prc-auc = 0.053225
Epoch 1730
Loss = 5.4394e-02, PNorm = 191.9624, GNorm = 2.0524, lr_0 = 9.9915e-04
Validation prc-auc = 0.046233
Epoch 1731
Loss = 2.8872e-02, PNorm = 192.0645, GNorm = 0.1151, lr_0 = 9.9915e-04
Validation prc-auc = 0.035309
Epoch 1732
Loss = 2.0501e-02, PNorm = 192.1346, GNorm = 0.2674, lr_0 = 9.9915e-04
Validation prc-auc = 0.041075
Epoch 1733
Loss = 5.1612e-02, PNorm = 192.1933, GNorm = 1.3651, lr_0 = 9.9915e-04
Validation prc-auc = 0.048355
Epoch 1734
Loss = 3.4313e-02, PNorm = 192.2539, GNorm = 1.0829, lr_0 = 9.9915e-04
Validation prc-auc = 0.037850
Epoch 1735
Loss = 1.3142e-02, PNorm = 192.3174, GNorm = 0.1811, lr_0 = 9.9915e-04
Validation prc-auc = 0.031062
Epoch 1736
Loss = 1.2570e-02, PNorm = 192.3868, GNorm = 0.2834, lr_0 = 9.9915e-04
Validation prc-auc = 0.048193
Epoch 1737
Loss = 8.0085e-03, PNorm = 192.4421, GNorm = 0.1082, lr_0 = 9.9915e-04
Validation prc-auc = 0.062419
Epoch 1738
Loss = 7.4627e-02, PNorm = 192.4970, GNorm = 1.8777, lr_0 = 9.9914e-04
Validation prc-auc = 0.052165
Epoch 1739
Loss = 8.7282e-02, PNorm = 192.5648, GNorm = 2.3678, lr_0 = 9.9914e-04
Loss = 7.6454e-02, PNorm = 192.6826, GNorm = 1.3372, lr_0 = 9.9914e-04
Validation prc-auc = 0.077963
Epoch 1740
Loss = 5.3144e-02, PNorm = 192.8053, GNorm = 2.0198, lr_0 = 9.9914e-04
Validation prc-auc = 0.057474
Epoch 1741
Loss = 6.0311e-02, PNorm = 192.8960, GNorm = 1.0943, lr_0 = 9.9914e-04
Validation prc-auc = 0.041811
Epoch 1742
Loss = 1.8719e-02, PNorm = 192.9685, GNorm = 0.1164, lr_0 = 9.9914e-04
Validation prc-auc = 0.053012
Epoch 1743
Loss = 1.5252e-02, PNorm = 193.0093, GNorm = 0.1528, lr_0 = 9.9914e-04
Validation prc-auc = 0.061911
Epoch 1744
Loss = 2.7855e-02, PNorm = 193.0341, GNorm = 0.1636, lr_0 = 9.9914e-04
Validation prc-auc = 0.057903
Epoch 1745
Loss = 3.9835e-02, PNorm = 193.0891, GNorm = 0.5953, lr_0 = 9.9914e-04
Validation prc-auc = 0.059535
Epoch 1746
Loss = 5.1812e-02, PNorm = 193.1545, GNorm = 1.2777, lr_0 = 9.9914e-04
Validation prc-auc = 0.073343
Epoch 1747
Loss = 8.8734e-02, PNorm = 193.2280, GNorm = 1.6954, lr_0 = 9.9914e-04
Validation prc-auc = 0.071330
Epoch 1748
Loss = 6.6028e-02, PNorm = 193.3125, GNorm = 1.3450, lr_0 = 9.9914e-04
Validation prc-auc = 0.075797
Epoch 1749
Loss = 6.0904e-03, PNorm = 193.3573, GNorm = 0.1635, lr_0 = 9.9914e-04
Loss = 3.8835e-02, PNorm = 193.3972, GNorm = 1.5970, lr_0 = 9.9914e-04
Validation prc-auc = 0.080061
Epoch 1750
Loss = 2.7971e-02, PNorm = 193.4433, GNorm = 0.2521, lr_0 = 9.9913e-04
Validation prc-auc = 0.093706
Epoch 1751
Loss = 3.4561e-02, PNorm = 193.4915, GNorm = 1.5986, lr_0 = 9.9913e-04
Validation prc-auc = 0.084179
Epoch 1752
Loss = 3.0818e-02, PNorm = 193.5386, GNorm = 0.1513, lr_0 = 9.9913e-04
Validation prc-auc = 0.069985
Epoch 1753
Loss = 2.2166e-02, PNorm = 193.5721, GNorm = 0.1276, lr_0 = 9.9913e-04
Validation prc-auc = 0.060937
Epoch 1754
Loss = 3.1705e-02, PNorm = 193.6092, GNorm = 1.4638, lr_0 = 9.9913e-04
Validation prc-auc = 0.077734
Epoch 1755
Loss = 1.3466e-02, PNorm = 193.6531, GNorm = 1.0440, lr_0 = 9.9913e-04
Validation prc-auc = 0.095875
Epoch 1756
Loss = 3.0543e-02, PNorm = 193.6884, GNorm = 0.5195, lr_0 = 9.9913e-04
Validation prc-auc = 0.093145
Epoch 1757
Loss = 2.7700e-02, PNorm = 193.7374, GNorm = 0.6774, lr_0 = 9.9913e-04
Validation prc-auc = 0.093716
Epoch 1758
Loss = 2.1139e-03, PNorm = 193.7872, GNorm = 0.0941, lr_0 = 9.9913e-04
Validation prc-auc = 0.093730
Epoch 1759
Loss = 6.8384e-03, PNorm = 193.8176, GNorm = 0.2463, lr_0 = 9.9913e-04
Loss = 2.5790e-02, PNorm = 193.8329, GNorm = 1.8580, lr_0 = 9.9913e-04
Validation prc-auc = 0.097679
Epoch 1760
Loss = 1.2598e-02, PNorm = 193.8953, GNorm = 0.6709, lr_0 = 9.9913e-04
Validation prc-auc = 0.088435
Epoch 1761
Loss = 1.9868e-02, PNorm = 193.9392, GNorm = 0.3580, lr_0 = 9.9913e-04
Validation prc-auc = 0.082658
Epoch 1762
Loss = 8.9505e-03, PNorm = 193.9746, GNorm = 0.0676, lr_0 = 9.9913e-04
Validation prc-auc = 0.082585
Epoch 1763
Loss = 2.7733e-02, PNorm = 194.0272, GNorm = 1.0684, lr_0 = 9.9913e-04
Validation prc-auc = 0.068079
Epoch 1764
Loss = 5.4205e-03, PNorm = 194.0769, GNorm = 0.1111, lr_0 = 9.9912e-04
Validation prc-auc = 0.057180
Epoch 1765
Loss = 5.7189e-03, PNorm = 194.1106, GNorm = 0.2523, lr_0 = 9.9912e-04
Validation prc-auc = 0.054677
Epoch 1766
Loss = 1.1007e-02, PNorm = 194.1455, GNorm = 0.9465, lr_0 = 9.9912e-04
Validation prc-auc = 0.046658
Epoch 1767
Loss = 2.2487e-03, PNorm = 194.1932, GNorm = 0.0407, lr_0 = 9.9912e-04
Validation prc-auc = 0.043351
Epoch 1768
Loss = 3.9599e-02, PNorm = 194.2268, GNorm = 1.8284, lr_0 = 9.9912e-04
Validation prc-auc = 0.043384
Epoch 1769
Loss = 2.9138e-01, PNorm = 194.3243, GNorm = 1.4307, lr_0 = 9.9912e-04
Loss = 1.4686e-02, PNorm = 194.4182, GNorm = 0.0670, lr_0 = 9.9912e-04
Validation prc-auc = 0.062639
Epoch 1770
Loss = 1.9330e-02, PNorm = 194.4747, GNorm = 0.9854, lr_0 = 9.9912e-04
Validation prc-auc = 0.059320
Epoch 1771
Loss = 1.3566e-02, PNorm = 194.5236, GNorm = 0.5191, lr_0 = 9.9912e-04
Validation prc-auc = 0.079117
Epoch 1772
Loss = 6.5818e-02, PNorm = 194.5698, GNorm = 1.5009, lr_0 = 9.9912e-04
Validation prc-auc = 0.077772
Epoch 1773
Loss = 3.9671e-02, PNorm = 194.6224, GNorm = 0.4552, lr_0 = 9.9912e-04
Validation prc-auc = 0.079348
Epoch 1774
Loss = 2.9260e-02, PNorm = 194.6791, GNorm = 1.6616, lr_0 = 9.9912e-04
Validation prc-auc = 0.067250
Epoch 1775
Loss = 4.3922e-02, PNorm = 194.7405, GNorm = 0.2176, lr_0 = 9.9912e-04
Validation prc-auc = 0.056677
Epoch 1776
Loss = 2.9281e-02, PNorm = 194.8369, GNorm = 0.1118, lr_0 = 9.9912e-04
Validation prc-auc = 0.048820
Epoch 1777
Loss = 2.0508e-02, PNorm = 194.9263, GNorm = 0.2248, lr_0 = 9.9911e-04
Validation prc-auc = 0.058600
Epoch 1778
Loss = 6.4729e-02, PNorm = 195.0147, GNorm = 0.9138, lr_0 = 9.9911e-04
Validation prc-auc = 0.064018
Epoch 1779
Loss = 2.8588e-02, PNorm = 195.0944, GNorm = 0.7334, lr_0 = 9.9911e-04
Loss = 2.3339e-02, PNorm = 195.1963, GNorm = 0.9070, lr_0 = 9.9911e-04
Validation prc-auc = 0.057712
Epoch 1780
Loss = 3.1529e-02, PNorm = 195.2707, GNorm = 0.6130, lr_0 = 9.9911e-04
Validation prc-auc = 0.053136
Epoch 1781
Loss = 2.8645e-02, PNorm = 195.3342, GNorm = 1.1266, lr_0 = 9.9911e-04
Validation prc-auc = 0.053207
Epoch 1782
Loss = 4.4418e-02, PNorm = 195.3991, GNorm = 1.6015, lr_0 = 9.9911e-04
Validation prc-auc = 0.060264
Epoch 1783
Loss = 2.8314e-02, PNorm = 195.4813, GNorm = 0.2071, lr_0 = 9.9911e-04
Validation prc-auc = 0.054693
Epoch 1784
Loss = 1.1203e-02, PNorm = 195.5428, GNorm = 1.0756, lr_0 = 9.9911e-04
Validation prc-auc = 0.054617
Epoch 1785
Loss = 1.0398e-02, PNorm = 195.5883, GNorm = 0.5469, lr_0 = 9.9911e-04
Validation prc-auc = 0.054949
Epoch 1786
Loss = 1.5759e-02, PNorm = 195.6296, GNorm = 0.3043, lr_0 = 9.9911e-04
Validation prc-auc = 0.054128
Epoch 1787
Loss = 3.3489e-02, PNorm = 195.6725, GNorm = 3.0988, lr_0 = 9.9911e-04
Validation prc-auc = 0.059125
Epoch 1788
Loss = 3.6193e-02, PNorm = 195.7410, GNorm = 0.4492, lr_0 = 9.9911e-04
Validation prc-auc = 0.065668
Epoch 1789
Loss = 4.9750e-03, PNorm = 195.8061, GNorm = 0.1564, lr_0 = 9.9911e-04
Loss = 3.7362e-02, PNorm = 195.9030, GNorm = 2.5092, lr_0 = 9.9911e-04
Validation prc-auc = 0.074919
Epoch 1790
Loss = 2.8677e-02, PNorm = 196.0217, GNorm = 1.0016, lr_0 = 9.9910e-04
Validation prc-auc = 0.073793
Epoch 1791
Loss = 6.9841e-02, PNorm = 196.1137, GNorm = 1.0957, lr_0 = 9.9910e-04
Validation prc-auc = 0.074822
Epoch 1792
Loss = 6.2240e-02, PNorm = 196.2348, GNorm = 0.3661, lr_0 = 9.9910e-04
Validation prc-auc = 0.039795
Epoch 1793
Loss = 3.8733e-02, PNorm = 196.3276, GNorm = 0.6389, lr_0 = 9.9910e-04
Validation prc-auc = 0.050354
Epoch 1794
Loss = 2.1248e-02, PNorm = 196.4119, GNorm = 1.1497, lr_0 = 9.9910e-04
Validation prc-auc = 0.069066
Epoch 1795
Loss = 7.7885e-02, PNorm = 196.4694, GNorm = 2.0748, lr_0 = 9.9910e-04
Validation prc-auc = 0.076636
Epoch 1796
Loss = 4.3453e-02, PNorm = 196.5498, GNorm = 0.1711, lr_0 = 9.9910e-04
Validation prc-auc = 0.030552
Epoch 1797
Loss = 4.1262e-02, PNorm = 196.6256, GNorm = 1.1304, lr_0 = 9.9910e-04
Validation prc-auc = 0.030318
Epoch 1798
Loss = 1.4858e-02, PNorm = 196.6832, GNorm = 0.3841, lr_0 = 9.9910e-04
Validation prc-auc = 0.021711
Epoch 1799
Loss = 2.9878e-01, PNorm = 196.7448, GNorm = 2.2904, lr_0 = 9.9910e-04
Loss = 3.9975e-02, PNorm = 196.8011, GNorm = 0.5821, lr_0 = 9.9910e-04
Validation prc-auc = 0.023183
Epoch 1800
Loss = 3.2815e-02, PNorm = 196.8620, GNorm = 0.2889, lr_0 = 9.9910e-04
Validation prc-auc = 0.024289
Epoch 1801
Loss = 1.9022e-02, PNorm = 196.9130, GNorm = 0.7093, lr_0 = 9.9910e-04
Validation prc-auc = 0.029924
Epoch 1802
Loss = 4.2205e-02, PNorm = 196.9564, GNorm = 0.9298, lr_0 = 9.9910e-04
Validation prc-auc = 0.030100
Epoch 1803
Loss = 1.5769e-02, PNorm = 197.0217, GNorm = 0.1789, lr_0 = 9.9909e-04
Validation prc-auc = 0.037689
Epoch 1804
Loss = 3.7106e-02, PNorm = 197.0755, GNorm = 0.0549, lr_0 = 9.9909e-04
Validation prc-auc = 0.036762
Epoch 1805
Loss = 4.2784e-02, PNorm = 197.1334, GNorm = 0.2132, lr_0 = 9.9909e-04
Validation prc-auc = 0.046917
Epoch 1806
Loss = 4.3605e-02, PNorm = 197.1964, GNorm = 1.5862, lr_0 = 9.9909e-04
Validation prc-auc = 0.072699
Epoch 1807
Loss = 1.2940e-02, PNorm = 197.2643, GNorm = 1.0425, lr_0 = 9.9909e-04
Validation prc-auc = 0.074237
Epoch 1808
Loss = 7.4844e-02, PNorm = 197.3129, GNorm = 0.8894, lr_0 = 9.9909e-04
Validation prc-auc = 0.055951
Epoch 1809
Loss = 2.5115e-03, PNorm = 197.3751, GNorm = 0.1037, lr_0 = 9.9909e-04
Loss = 3.4615e-02, PNorm = 197.4542, GNorm = 0.1854, lr_0 = 9.9909e-04
Validation prc-auc = 0.050175
Epoch 1810
Loss = 1.9374e-02, PNorm = 197.5424, GNorm = 0.0780, lr_0 = 9.9909e-04
Validation prc-auc = 0.056053
Epoch 1811
Loss = 4.1372e-02, PNorm = 197.6151, GNorm = 0.5737, lr_0 = 9.9909e-04
Validation prc-auc = 0.038547
Epoch 1812
Loss = 7.3664e-02, PNorm = 197.7116, GNorm = 1.3451, lr_0 = 9.9909e-04
Validation prc-auc = 0.046687
Epoch 1813
Loss = 2.5913e-02, PNorm = 197.8484, GNorm = 1.9581, lr_0 = 9.9909e-04
Validation prc-auc = 0.061052
Epoch 1814
Loss = 2.7260e-02, PNorm = 197.9427, GNorm = 0.9275, lr_0 = 9.9909e-04
Validation prc-auc = 0.061351
Epoch 1815
Loss = 1.1458e-02, PNorm = 198.0160, GNorm = 0.1748, lr_0 = 9.9909e-04
Validation prc-auc = 0.073763
Epoch 1816
Loss = 2.8465e-02, PNorm = 198.0722, GNorm = 0.3685, lr_0 = 9.9909e-04
Validation prc-auc = 0.067407
Epoch 1817
Loss = 1.6633e-02, PNorm = 198.1163, GNorm = 0.7170, lr_0 = 9.9908e-04
Validation prc-auc = 0.050397
Epoch 1818
Loss = 2.2069e-02, PNorm = 198.1594, GNorm = 0.2435, lr_0 = 9.9908e-04
Validation prc-auc = 0.059996
Epoch 1819
Loss = 2.9473e-03, PNorm = 198.2222, GNorm = 0.0898, lr_0 = 9.9908e-04
Loss = 1.0165e-02, PNorm = 198.2583, GNorm = 0.0232, lr_0 = 9.9908e-04
Validation prc-auc = 0.065306
Epoch 1820
Loss = 3.5614e-02, PNorm = 198.2775, GNorm = 0.3354, lr_0 = 9.9908e-04
Validation prc-auc = 0.047459
Epoch 1821
Loss = 4.5943e-02, PNorm = 198.3393, GNorm = 1.3331, lr_0 = 9.9908e-04
Validation prc-auc = 0.072587
Epoch 1822
Loss = 1.9745e-02, PNorm = 198.4032, GNorm = 0.5662, lr_0 = 9.9908e-04
Validation prc-auc = 0.041891
Epoch 1823
Loss = 3.1876e-02, PNorm = 198.4653, GNorm = 0.0807, lr_0 = 9.9908e-04
Validation prc-auc = 0.056571
Epoch 1824
Loss = 4.3718e-02, PNorm = 198.5151, GNorm = 0.0864, lr_0 = 9.9908e-04
Validation prc-auc = 0.043643
Epoch 1825
Loss = 1.7246e-02, PNorm = 198.5788, GNorm = 0.2274, lr_0 = 9.9908e-04
Validation prc-auc = 0.062470
Epoch 1826
Loss = 7.0044e-02, PNorm = 198.6340, GNorm = 0.2503, lr_0 = 9.9908e-04
Validation prc-auc = 0.083061
Epoch 1827
Loss = 2.9648e-02, PNorm = 198.6935, GNorm = 1.7556, lr_0 = 9.9908e-04
Validation prc-auc = 0.084250
Epoch 1828
Loss = 1.5861e-02, PNorm = 198.7613, GNorm = 0.8387, lr_0 = 9.9908e-04
Validation prc-auc = 0.076183
Epoch 1829
Loss = 5.9657e-03, PNorm = 198.8219, GNorm = 0.2134, lr_0 = 9.9908e-04
Loss = 4.0538e-02, PNorm = 198.8758, GNorm = 2.1705, lr_0 = 9.9908e-04
Validation prc-auc = 0.076246
Epoch 1830
Loss = 3.6094e-02, PNorm = 198.9690, GNorm = 0.8288, lr_0 = 9.9907e-04
Validation prc-auc = 0.069203
Epoch 1831
Loss = 4.6070e-02, PNorm = 199.0593, GNorm = 0.1565, lr_0 = 9.9907e-04
Validation prc-auc = 0.084638
Epoch 1832
Loss = 5.3165e-02, PNorm = 199.1403, GNorm = 0.1593, lr_0 = 9.9907e-04
Validation prc-auc = 0.090756
Epoch 1833
Loss = 4.7162e-02, PNorm = 199.2206, GNorm = 1.9831, lr_0 = 9.9907e-04
Validation prc-auc = 0.080397
Epoch 1834
Loss = 4.4665e-02, PNorm = 199.3000, GNorm = 0.2427, lr_0 = 9.9907e-04
Validation prc-auc = 0.080506
Epoch 1835
Loss = 3.1097e-02, PNorm = 199.3921, GNorm = 0.5977, lr_0 = 9.9907e-04
Validation prc-auc = 0.092592
Epoch 1836
Loss = 2.0229e-02, PNorm = 199.4842, GNorm = 1.3110, lr_0 = 9.9907e-04
Validation prc-auc = 0.087264
Epoch 1837
Loss = 1.1614e-01, PNorm = 199.5454, GNorm = 4.4137, lr_0 = 9.9907e-04
Validation prc-auc = 0.058149
Epoch 1838
Loss = 2.9133e-03, PNorm = 199.6345, GNorm = 0.1038, lr_0 = 9.9907e-04
Validation prc-auc = 0.041534
Epoch 1839
Loss = 5.1281e-03, PNorm = 199.6844, GNorm = 0.2598, lr_0 = 9.9907e-04
Loss = 2.6397e-02, PNorm = 199.7312, GNorm = 0.4196, lr_0 = 9.9907e-04
Validation prc-auc = 0.037677
Epoch 1840
Loss = 5.0710e-02, PNorm = 199.8004, GNorm = 3.0969, lr_0 = 9.9907e-04
Validation prc-auc = 0.044526
Epoch 1841
Loss = 3.5102e-02, PNorm = 199.8849, GNorm = 0.1138, lr_0 = 9.9907e-04
Validation prc-auc = 0.055426
Epoch 1842
Loss = 5.0383e-02, PNorm = 199.9924, GNorm = 1.0985, lr_0 = 9.9907e-04
Validation prc-auc = 0.045462
Epoch 1843
Loss = 2.6206e-02, PNorm = 200.0827, GNorm = 0.2385, lr_0 = 9.9906e-04
Validation prc-auc = 0.045904
Epoch 1844
Loss = 4.2778e-02, PNorm = 200.1439, GNorm = 0.1768, lr_0 = 9.9906e-04
Validation prc-auc = 0.049354
Epoch 1845
Loss = 2.2388e-02, PNorm = 200.2168, GNorm = 0.2545, lr_0 = 9.9906e-04
Validation prc-auc = 0.049584
Epoch 1846
Loss = 2.3030e-02, PNorm = 200.2628, GNorm = 0.2164, lr_0 = 9.9906e-04
Validation prc-auc = 0.067376
Epoch 1847
Loss = 5.0260e-02, PNorm = 200.3070, GNorm = 0.2758, lr_0 = 9.9906e-04
Validation prc-auc = 0.044138
Epoch 1848
Loss = 2.1394e-02, PNorm = 200.3689, GNorm = 0.3486, lr_0 = 9.9906e-04
Validation prc-auc = 0.040477
Epoch 1849
Loss = 1.8833e-02, PNorm = 200.4206, GNorm = 0.6204, lr_0 = 9.9906e-04
Loss = 9.8414e-03, PNorm = 200.4567, GNorm = 0.2848, lr_0 = 9.9906e-04
Validation prc-auc = 0.041661
Epoch 1850
Loss = 2.3952e-02, PNorm = 200.4870, GNorm = 1.4715, lr_0 = 9.9906e-04
Validation prc-auc = 0.042714
Epoch 1851
Loss = 4.7470e-02, PNorm = 200.5340, GNorm = 0.6363, lr_0 = 9.9906e-04
Validation prc-auc = 0.070699
Epoch 1852
Loss = 3.8277e-02, PNorm = 200.6029, GNorm = 1.8131, lr_0 = 9.9906e-04
Validation prc-auc = 0.043174
Epoch 1853
Loss = 4.6744e-02, PNorm = 200.6878, GNorm = 1.1776, lr_0 = 9.9906e-04
Validation prc-auc = 0.050134
Epoch 1854
Loss = 5.3704e-02, PNorm = 200.7563, GNorm = 0.3018, lr_0 = 9.9906e-04
Validation prc-auc = 0.051653
Epoch 1855
Loss = 1.8930e-02, PNorm = 200.8412, GNorm = 0.7998, lr_0 = 9.9906e-04
Validation prc-auc = 0.050087
Epoch 1856
Loss = 6.8122e-02, PNorm = 200.9120, GNorm = 4.8536, lr_0 = 9.9906e-04
Validation prc-auc = 0.055397
Epoch 1857
Loss = 3.3153e-02, PNorm = 200.9757, GNorm = 1.4905, lr_0 = 9.9905e-04
Validation prc-auc = 0.041507
Epoch 1858
Loss = 1.3682e-02, PNorm = 201.0460, GNorm = 0.5614, lr_0 = 9.9905e-04
Validation prc-auc = 0.032698
Epoch 1859
Loss = 9.3407e-03, PNorm = 201.1312, GNorm = 0.2579, lr_0 = 9.9905e-04
Loss = 2.2774e-02, PNorm = 201.1918, GNorm = 0.2507, lr_0 = 9.9905e-04
Validation prc-auc = 0.027831
Epoch 1860
Loss = 2.9218e-02, PNorm = 201.2472, GNorm = 0.6956, lr_0 = 9.9905e-04
Validation prc-auc = 0.037528
Epoch 1861
Loss = 3.0983e-02, PNorm = 201.3140, GNorm = 0.1272, lr_0 = 9.9905e-04
Validation prc-auc = 0.042541
Epoch 1862
Loss = 4.3173e-02, PNorm = 201.3875, GNorm = 1.9340, lr_0 = 9.9905e-04
Validation prc-auc = 0.040418
Epoch 1863
Loss = 1.8945e-02, PNorm = 201.4762, GNorm = 0.2699, lr_0 = 9.9905e-04
Validation prc-auc = 0.037461
Epoch 1864
Loss = 3.9913e-02, PNorm = 201.5337, GNorm = 0.4919, lr_0 = 9.9905e-04
Validation prc-auc = 0.042980
Epoch 1865
Loss = 3.2268e-02, PNorm = 201.5820, GNorm = 1.2543, lr_0 = 9.9905e-04
Validation prc-auc = 0.037833
Epoch 1866
Loss = 1.1801e-01, PNorm = 201.6472, GNorm = 1.3922, lr_0 = 9.9905e-04
Validation prc-auc = 0.032638
Epoch 1867
Loss = 3.5449e-02, PNorm = 201.7413, GNorm = 0.3815, lr_0 = 9.9905e-04
Validation prc-auc = 0.026271
Epoch 1868
Loss = 1.2118e-02, PNorm = 201.8302, GNorm = 0.1285, lr_0 = 9.9905e-04
Validation prc-auc = 0.029285
Epoch 1869
Loss = 2.0438e-02, PNorm = 201.8963, GNorm = 1.1773, lr_0 = 9.9905e-04
Loss = 2.1485e-02, PNorm = 201.9457, GNorm = 1.2038, lr_0 = 9.9904e-04
Validation prc-auc = 0.032249
Epoch 1870
Loss = 2.4935e-02, PNorm = 201.9890, GNorm = 0.0947, lr_0 = 9.9904e-04
Validation prc-auc = 0.030266
Epoch 1871
Loss = 2.1169e-02, PNorm = 202.0297, GNorm = 0.1583, lr_0 = 9.9904e-04
Validation prc-auc = 0.037821
Epoch 1872
Loss = 2.3998e-02, PNorm = 202.0730, GNorm = 2.3803, lr_0 = 9.9904e-04
Validation prc-auc = 0.043667
Epoch 1873
Loss = 9.9473e-02, PNorm = 202.1325, GNorm = 0.3654, lr_0 = 9.9904e-04
Validation prc-auc = 0.037716
Epoch 1874
Loss = 3.7028e-02, PNorm = 202.2059, GNorm = 2.0195, lr_0 = 9.9904e-04
Validation prc-auc = 0.034172
Epoch 1875
Loss = 3.8113e-02, PNorm = 202.2882, GNorm = 0.1656, lr_0 = 9.9904e-04
Validation prc-auc = 0.030625
Epoch 1876
Loss = 1.1955e-02, PNorm = 202.3564, GNorm = 0.6267, lr_0 = 9.9904e-04
Validation prc-auc = 0.034502
Epoch 1877
Loss = 4.1598e-02, PNorm = 202.3993, GNorm = 2.3428, lr_0 = 9.9904e-04
Validation prc-auc = 0.049334
Epoch 1878
Loss = 1.4243e-02, PNorm = 202.4450, GNorm = 0.6946, lr_0 = 9.9904e-04
Validation prc-auc = 0.045160
Epoch 1879
Loss = 6.2478e-02, PNorm = 202.5103, GNorm = 1.1938, lr_0 = 9.9904e-04
Loss = 8.6301e-03, PNorm = 202.5491, GNorm = 0.1101, lr_0 = 9.9904e-04
Validation prc-auc = 0.048115
Epoch 1880
Loss = 2.6231e-02, PNorm = 202.5706, GNorm = 1.0142, lr_0 = 9.9904e-04
Validation prc-auc = 0.060564
Epoch 1881
Loss = 1.4246e-02, PNorm = 202.6127, GNorm = 0.2394, lr_0 = 9.9904e-04
Validation prc-auc = 0.068704
Epoch 1882
Loss = 4.7684e-02, PNorm = 202.6453, GNorm = 1.1735, lr_0 = 9.9904e-04
Validation prc-auc = 0.059425
Epoch 1883
Loss = 1.1189e-02, PNorm = 202.7165, GNorm = 0.0751, lr_0 = 9.9903e-04
Validation prc-auc = 0.058992
Epoch 1884
Loss = 1.0897e-02, PNorm = 202.7574, GNorm = 0.1347, lr_0 = 9.9903e-04
Validation prc-auc = 0.062829
Epoch 1885
Loss = 2.4632e-02, PNorm = 202.7725, GNorm = 0.1328, lr_0 = 9.9903e-04
Validation prc-auc = 0.046692
Epoch 1886
Loss = 1.5431e-02, PNorm = 202.7967, GNorm = 1.1514, lr_0 = 9.9903e-04
Validation prc-auc = 0.060032
Epoch 1887
Loss = 4.3044e-02, PNorm = 202.8355, GNorm = 0.1683, lr_0 = 9.9903e-04
Validation prc-auc = 0.052862
Epoch 1888
Loss = 1.1986e-01, PNorm = 202.8626, GNorm = 0.7189, lr_0 = 9.9903e-04
Validation prc-auc = 0.060886
Epoch 1889
Loss = 4.1165e-02, PNorm = 202.9258, GNorm = 1.4808, lr_0 = 9.9903e-04
Loss = 1.1273e-02, PNorm = 202.9861, GNorm = 0.3126, lr_0 = 9.9903e-04
Validation prc-auc = 0.054387
Epoch 1890
Loss = 2.7780e-02, PNorm = 203.0210, GNorm = 1.5970, lr_0 = 9.9903e-04
Validation prc-auc = 0.050081
Epoch 1891
Loss = 1.3239e-02, PNorm = 203.0680, GNorm = 0.1087, lr_0 = 9.9903e-04
Validation prc-auc = 0.047359
Epoch 1892
Loss = 9.8785e-03, PNorm = 203.1168, GNorm = 0.1167, lr_0 = 9.9903e-04
Validation prc-auc = 0.044820
Epoch 1893
Loss = 1.1472e-02, PNorm = 203.1587, GNorm = 0.5391, lr_0 = 9.9903e-04
Validation prc-auc = 0.060058
Epoch 1894
Loss = 3.3217e-02, PNorm = 203.2072, GNorm = 1.6114, lr_0 = 9.9903e-04
Validation prc-auc = 0.048994
Epoch 1895
Loss = 2.6569e-02, PNorm = 203.2812, GNorm = 1.2097, lr_0 = 9.9903e-04
Validation prc-auc = 0.045874
Epoch 1896
Loss = 1.4009e-02, PNorm = 203.3616, GNorm = 1.5783, lr_0 = 9.9902e-04
Validation prc-auc = 0.038200
Epoch 1897
Loss = 2.4206e-02, PNorm = 203.4116, GNorm = 1.5070, lr_0 = 9.9902e-04
Validation prc-auc = 0.043375
Epoch 1898
Loss = 3.0840e-02, PNorm = 203.4768, GNorm = 0.0667, lr_0 = 9.9902e-04
Validation prc-auc = 0.041330
Epoch 1899
Loss = 5.2161e-03, PNorm = 203.5487, GNorm = 0.1528, lr_0 = 9.9902e-04
Loss = 4.5759e-02, PNorm = 203.6388, GNorm = 1.1809, lr_0 = 9.9902e-04
Validation prc-auc = 0.045658
Epoch 1900
Loss = 4.9020e-02, PNorm = 203.7327, GNorm = 0.6734, lr_0 = 9.9902e-04
Validation prc-auc = 0.057963
Epoch 1901
Loss = 4.3218e-02, PNorm = 203.8122, GNorm = 1.7542, lr_0 = 9.9902e-04
Validation prc-auc = 0.057779
Epoch 1902
Loss = 3.9673e-02, PNorm = 203.9002, GNorm = 0.8782, lr_0 = 9.9902e-04
Validation prc-auc = 0.047098
Epoch 1903
Loss = 4.2791e-02, PNorm = 203.9682, GNorm = 0.3658, lr_0 = 9.9902e-04
Validation prc-auc = 0.048582
Epoch 1904
Loss = 1.2569e-02, PNorm = 204.0315, GNorm = 0.0976, lr_0 = 9.9902e-04
Validation prc-auc = 0.050800
Epoch 1905
Loss = 3.3461e-02, PNorm = 204.0917, GNorm = 2.1442, lr_0 = 9.9902e-04
Validation prc-auc = 0.047701
Epoch 1906
Loss = 2.2972e-02, PNorm = 204.1587, GNorm = 1.0558, lr_0 = 9.9902e-04
Validation prc-auc = 0.042135
Epoch 1907
Loss = 3.1110e-02, PNorm = 204.2236, GNorm = 1.3599, lr_0 = 9.9902e-04
Validation prc-auc = 0.038032
Epoch 1908
Loss = 7.7553e-03, PNorm = 204.2635, GNorm = 0.5038, lr_0 = 9.9902e-04
Validation prc-auc = 0.040445
Epoch 1909
Loss = 6.5128e-03, PNorm = 204.2945, GNorm = 0.2834, lr_0 = 9.9902e-04
Loss = 2.5537e-02, PNorm = 204.3451, GNorm = 0.1800, lr_0 = 9.9901e-04
Validation prc-auc = 0.050286
Epoch 1910
Loss = 3.0739e-02, PNorm = 204.3881, GNorm = 4.0727, lr_0 = 9.9901e-04
Validation prc-auc = 0.053438
Epoch 1911
Loss = 6.6510e-02, PNorm = 204.4609, GNorm = 1.6807, lr_0 = 9.9901e-04
Validation prc-auc = 0.059299
Epoch 1912
Loss = 3.9256e-02, PNorm = 204.5638, GNorm = 0.5172, lr_0 = 9.9901e-04
Validation prc-auc = 0.057844
Epoch 1913
Loss = 3.1268e-02, PNorm = 204.6460, GNorm = 3.2243, lr_0 = 9.9901e-04
Validation prc-auc = 0.039680
Epoch 1914
Loss = 9.3388e-02, PNorm = 204.7444, GNorm = 4.6689, lr_0 = 9.9901e-04
Validation prc-auc = 0.044664
Epoch 1915
Loss = 1.5785e-02, PNorm = 204.8616, GNorm = 0.7706, lr_0 = 9.9901e-04
Validation prc-auc = 0.051935
Epoch 1916
Loss = 2.6632e-02, PNorm = 204.9453, GNorm = 0.6702, lr_0 = 9.9901e-04
Validation prc-auc = 0.056827
Epoch 1917
Loss = 7.8282e-02, PNorm = 205.0262, GNorm = 0.1290, lr_0 = 9.9901e-04
Validation prc-auc = 0.054400
Epoch 1918
Loss = 8.4917e-03, PNorm = 205.1455, GNorm = 0.7713, lr_0 = 9.9901e-04
Validation prc-auc = 0.048255
Epoch 1919
Loss = 2.9572e-03, PNorm = 205.2450, GNorm = 0.1502, lr_0 = 9.9901e-04
Loss = 3.6947e-02, PNorm = 205.3051, GNorm = 0.5361, lr_0 = 9.9901e-04
Validation prc-auc = 0.049109
Epoch 1920
Loss = 3.0042e-02, PNorm = 205.3774, GNorm = 0.1489, lr_0 = 9.9901e-04
Validation prc-auc = 0.055002
Epoch 1921
Loss = 1.0123e-01, PNorm = 205.4345, GNorm = 5.5929, lr_0 = 9.9901e-04
Validation prc-auc = 0.055252
Epoch 1922
Loss = 2.6577e-02, PNorm = 205.4989, GNorm = 0.6275, lr_0 = 9.9900e-04
Validation prc-auc = 0.048156
Epoch 1923
Loss = 1.9864e-02, PNorm = 205.5636, GNorm = 1.5439, lr_0 = 9.9900e-04
Validation prc-auc = 0.049681
Epoch 1924
Loss = 1.4757e-02, PNorm = 205.6082, GNorm = 0.2127, lr_0 = 9.9900e-04
Validation prc-auc = 0.055324
Epoch 1925
Loss = 3.1771e-02, PNorm = 205.6506, GNorm = 1.4692, lr_0 = 9.9900e-04
Validation prc-auc = 0.062836
Epoch 1926
Loss = 2.2330e-02, PNorm = 205.6865, GNorm = 2.0937, lr_0 = 9.9900e-04
Validation prc-auc = 0.070866
Epoch 1927
Loss = 2.2372e-02, PNorm = 205.7113, GNorm = 1.3797, lr_0 = 9.9900e-04
Validation prc-auc = 0.076583
Epoch 1928
Loss = 2.6480e-03, PNorm = 205.7441, GNorm = 0.1430, lr_0 = 9.9900e-04
Validation prc-auc = 0.083768
Epoch 1929
Loss = 5.4796e-03, PNorm = 205.7658, GNorm = 0.3651, lr_0 = 9.9900e-04
Loss = 2.0100e-02, PNorm = 205.7936, GNorm = 0.9783, lr_0 = 9.9900e-04
Validation prc-auc = 0.080852
Epoch 1930
Loss = 4.0301e-02, PNorm = 205.8467, GNorm = 0.4827, lr_0 = 9.9900e-04
Validation prc-auc = 0.068986
Epoch 1931
Loss = 9.5092e-03, PNorm = 205.9134, GNorm = 0.0164, lr_0 = 9.9900e-04
Validation prc-auc = 0.084736
Epoch 1932
Loss = 5.1445e-02, PNorm = 205.9693, GNorm = 2.0071, lr_0 = 9.9900e-04
Validation prc-auc = 0.079864
Epoch 1933
Loss = 2.2007e-02, PNorm = 206.0389, GNorm = 0.9204, lr_0 = 9.9900e-04
Validation prc-auc = 0.058191
Epoch 1934
Loss = 2.1140e-02, PNorm = 206.0892, GNorm = 0.1275, lr_0 = 9.9900e-04
Validation prc-auc = 0.050379
Epoch 1935
Loss = 4.1677e-02, PNorm = 206.1482, GNorm = 0.5714, lr_0 = 9.9900e-04
Validation prc-auc = 0.052960
Epoch 1936
Loss = 8.9222e-03, PNorm = 206.2138, GNorm = 0.0529, lr_0 = 9.9899e-04
Validation prc-auc = 0.047314
Epoch 1937
Loss = 8.6857e-03, PNorm = 206.2737, GNorm = 0.1502, lr_0 = 9.9899e-04
Validation prc-auc = 0.047274
Epoch 1938
Loss = 7.6822e-03, PNorm = 206.3277, GNorm = 0.5713, lr_0 = 9.9899e-04
Validation prc-auc = 0.052472
Epoch 1939
Loss = 3.6241e-02, PNorm = 206.3655, GNorm = 1.1778, lr_0 = 9.9899e-04
Loss = 3.4865e-02, PNorm = 206.4036, GNorm = 1.0332, lr_0 = 9.9899e-04
Validation prc-auc = 0.055134
Epoch 1940
Loss = 3.2480e-02, PNorm = 206.4874, GNorm = 1.8921, lr_0 = 9.9899e-04
Validation prc-auc = 0.068282
Epoch 1941
Loss = 4.2069e-02, PNorm = 206.5790, GNorm = 1.9656, lr_0 = 9.9899e-04
Validation prc-auc = 0.074521
Epoch 1942
Loss = 4.4386e-02, PNorm = 206.6473, GNorm = 1.4329, lr_0 = 9.9899e-04
Validation prc-auc = 0.075110
Epoch 1943
Loss = 2.2678e-02, PNorm = 206.7268, GNorm = 0.4417, lr_0 = 9.9899e-04
Validation prc-auc = 0.087051
Epoch 1944
Loss = 1.7775e-02, PNorm = 206.7888, GNorm = 0.8214, lr_0 = 9.9899e-04
Validation prc-auc = 0.082410
Epoch 1945
Loss = 4.3691e-02, PNorm = 206.8411, GNorm = 1.6003, lr_0 = 9.9899e-04
Validation prc-auc = 0.068895
Epoch 1946
Loss = 3.6887e-02, PNorm = 206.9061, GNorm = 0.6627, lr_0 = 9.9899e-04
Validation prc-auc = 0.047612
Epoch 1947
Loss = 5.6569e-02, PNorm = 206.9702, GNorm = 2.1879, lr_0 = 9.9899e-04
Validation prc-auc = 0.041589
Epoch 1948
Loss = 2.6530e-02, PNorm = 207.0327, GNorm = 0.5705, lr_0 = 9.9899e-04
Validation prc-auc = 0.045517
Epoch 1949
Loss = 4.3354e-03, PNorm = 207.0837, GNorm = 0.1438, lr_0 = 9.9898e-04
Loss = 5.1943e-02, PNorm = 207.1347, GNorm = 2.7999, lr_0 = 9.9898e-04
Validation prc-auc = 0.052833
Epoch 1950
Loss = 4.2812e-02, PNorm = 207.1995, GNorm = 0.5331, lr_0 = 9.9898e-04
Validation prc-auc = 0.040817
Epoch 1951
Loss = 3.2366e-02, PNorm = 207.2495, GNorm = 1.4744, lr_0 = 9.9898e-04
Validation prc-auc = 0.037245
Epoch 1952
Loss = 3.4671e-02, PNorm = 207.2911, GNorm = 0.5375, lr_0 = 9.9898e-04
Validation prc-auc = 0.040290
Epoch 1953
Loss = 2.1787e-02, PNorm = 207.3244, GNorm = 1.0602, lr_0 = 9.9898e-04
Validation prc-auc = 0.044933
Epoch 1954
Loss = 2.0643e-02, PNorm = 207.3546, GNorm = 0.0505, lr_0 = 9.9898e-04
Validation prc-auc = 0.048422
Epoch 1955
Loss = 1.0513e-02, PNorm = 207.3833, GNorm = 0.3678, lr_0 = 9.9898e-04
Validation prc-auc = 0.043639
Epoch 1956
Loss = 2.8767e-02, PNorm = 207.4052, GNorm = 0.1864, lr_0 = 9.9898e-04
Validation prc-auc = 0.034483
Epoch 1957
Loss = 2.2370e-02, PNorm = 207.4556, GNorm = 1.0796, lr_0 = 9.9898e-04
Validation prc-auc = 0.041642
Epoch 1958
Loss = 9.8487e-02, PNorm = 207.5134, GNorm = 1.5374, lr_0 = 9.9898e-04
Validation prc-auc = 0.059501
Epoch 1959
Loss = 7.8647e-03, PNorm = 207.5570, GNorm = 0.4627, lr_0 = 9.9898e-04
Loss = 4.7669e-02, PNorm = 207.5954, GNorm = 1.3532, lr_0 = 9.9898e-04
Validation prc-auc = 0.068533
Epoch 1960
Loss = 3.6957e-02, PNorm = 207.6451, GNorm = 1.3376, lr_0 = 9.9898e-04
Validation prc-auc = 0.060127
Epoch 1961
Loss = 2.0756e-02, PNorm = 207.6972, GNorm = 0.6474, lr_0 = 9.9898e-04
Validation prc-auc = 0.061141
Epoch 1962
Loss = 1.3856e-02, PNorm = 207.7327, GNorm = 0.3507, lr_0 = 9.9897e-04
Validation prc-auc = 0.054335
Epoch 1963
Loss = 1.5765e-02, PNorm = 207.7626, GNorm = 0.1542, lr_0 = 9.9897e-04
Validation prc-auc = 0.056009
Epoch 1964
Loss = 1.8078e-02, PNorm = 207.7875, GNorm = 0.6224, lr_0 = 9.9897e-04
Validation prc-auc = 0.054047
Epoch 1965
Loss = 4.1004e-03, PNorm = 207.8536, GNorm = 0.9707, lr_0 = 9.9897e-04
Validation prc-auc = 0.059889
Epoch 1966
Loss = 3.4455e-02, PNorm = 207.9052, GNorm = 0.1044, lr_0 = 9.9897e-04
Validation prc-auc = 0.049453
Epoch 1967
Loss = 1.1168e-02, PNorm = 207.9704, GNorm = 0.0209, lr_0 = 9.9897e-04
Validation prc-auc = 0.035280
Epoch 1968
Loss = 8.2746e-03, PNorm = 208.0293, GNorm = 0.7484, lr_0 = 9.9897e-04
Validation prc-auc = 0.060453
Epoch 1969
Loss = 9.5723e-02, PNorm = 208.1538, GNorm = 1.4502, lr_0 = 9.9897e-04
Loss = 2.5533e-02, PNorm = 208.2527, GNorm = 0.0607, lr_0 = 9.9897e-04
Validation prc-auc = 0.065469
Epoch 1970
Loss = 3.3355e-02, PNorm = 208.3186, GNorm = 1.3929, lr_0 = 9.9897e-04
Validation prc-auc = 0.051539
Epoch 1971
Loss = 5.7850e-02, PNorm = 208.3912, GNorm = 0.3908, lr_0 = 9.9897e-04
Validation prc-auc = 0.044609
Epoch 1972
Loss = 3.9073e-02, PNorm = 208.4651, GNorm = 0.5303, lr_0 = 9.9897e-04
Validation prc-auc = 0.060545
Epoch 1973
Loss = 1.8530e-02, PNorm = 208.5172, GNorm = 0.0437, lr_0 = 9.9897e-04
Validation prc-auc = 0.050907
Epoch 1974
Loss = 5.4537e-02, PNorm = 208.5537, GNorm = 1.6019, lr_0 = 9.9897e-04
Validation prc-auc = 0.056897
Epoch 1975
Loss = 2.8737e-02, PNorm = 208.5932, GNorm = 0.1158, lr_0 = 9.9896e-04
Validation prc-auc = 0.076451
Epoch 1976
Loss = 6.4507e-02, PNorm = 208.6270, GNorm = 1.2627, lr_0 = 9.9896e-04
Validation prc-auc = 0.078172
Epoch 1977
Loss = 9.4067e-03, PNorm = 208.6811, GNorm = 0.8485, lr_0 = 9.9896e-04
Validation prc-auc = 0.100972
Epoch 1978
Loss = 2.0911e-02, PNorm = 208.7594, GNorm = 0.8007, lr_0 = 9.9896e-04
Validation prc-auc = 0.090942
Epoch 1979
Loss = 3.8064e-02, PNorm = 208.8452, GNorm = 1.5963, lr_0 = 9.9896e-04
Loss = 2.2870e-02, PNorm = 208.9142, GNorm = 1.2185, lr_0 = 9.9896e-04
Validation prc-auc = 0.095178
Epoch 1980
Loss = 3.1857e-02, PNorm = 208.9725, GNorm = 1.6528, lr_0 = 9.9896e-04
Validation prc-auc = 0.097342
Epoch 1981
Loss = 5.8578e-02, PNorm = 209.0172, GNorm = 0.9299, lr_0 = 9.9896e-04
Validation prc-auc = 0.090752
Epoch 1982
Loss = 2.0101e-02, PNorm = 209.0718, GNorm = 0.4702, lr_0 = 9.9896e-04
Validation prc-auc = 0.079379
Epoch 1983
Loss = 2.1251e-02, PNorm = 209.1280, GNorm = 0.8466, lr_0 = 9.9896e-04
Validation prc-auc = 0.078101
Epoch 1984
Loss = 2.2105e-02, PNorm = 209.1697, GNorm = 1.0477, lr_0 = 9.9896e-04
Validation prc-auc = 0.064292
Epoch 1985
Loss = 3.7812e-02, PNorm = 209.2347, GNorm = 1.5781, lr_0 = 9.9896e-04
Validation prc-auc = 0.048579
Epoch 1986
Loss = 4.1406e-02, PNorm = 209.3074, GNorm = 2.1507, lr_0 = 9.9896e-04
Validation prc-auc = 0.055819
Epoch 1987
Loss = 3.1084e-02, PNorm = 209.4423, GNorm = 0.9299, lr_0 = 9.9896e-04
Validation prc-auc = 0.050419
Epoch 1988
Loss = 1.8653e-02, PNorm = 209.5530, GNorm = 1.1299, lr_0 = 9.9896e-04
Validation prc-auc = 0.052470
Epoch 1989
Loss = 2.9047e-02, PNorm = 209.6278, GNorm = 1.6340, lr_0 = 9.9895e-04
Loss = 4.1744e-02, PNorm = 209.6744, GNorm = 0.2041, lr_0 = 9.9895e-04
Validation prc-auc = 0.073854
Epoch 1990
Loss = 4.1492e-02, PNorm = 209.7343, GNorm = 1.7812, lr_0 = 9.9895e-04
Validation prc-auc = 0.076484
Epoch 1991
Loss = 4.2133e-02, PNorm = 209.8183, GNorm = 0.6495, lr_0 = 9.9895e-04
Validation prc-auc = 0.081930
Epoch 1992
Loss = 2.9884e-02, PNorm = 209.8838, GNorm = 0.0999, lr_0 = 9.9895e-04
Validation prc-auc = 0.071850
Epoch 1993
Loss = 2.7646e-02, PNorm = 209.9648, GNorm = 0.1214, lr_0 = 9.9895e-04
Validation prc-auc = 0.069575
Epoch 1994
Loss = 3.8647e-02, PNorm = 210.0215, GNorm = 1.1044, lr_0 = 9.9895e-04
Validation prc-auc = 0.065342
Epoch 1995
Loss = 2.4982e-02, PNorm = 210.0802, GNorm = 1.0407, lr_0 = 9.9895e-04
Validation prc-auc = 0.047582
Epoch 1996
Loss = 2.0094e-02, PNorm = 210.1225, GNorm = 0.9103, lr_0 = 9.9895e-04
Validation prc-auc = 0.069459
Epoch 1997
Loss = 1.2784e-02, PNorm = 210.1705, GNorm = 0.3291, lr_0 = 9.9895e-04
Validation prc-auc = 0.066314
Epoch 1998
Loss = 1.4772e-02, PNorm = 210.2063, GNorm = 0.7822, lr_0 = 9.9895e-04
Validation prc-auc = 0.063715
Epoch 1999
Loss = 3.3993e-02, PNorm = 210.2421, GNorm = 1.3541, lr_0 = 9.9895e-04
Loss = 4.9022e-02, PNorm = 210.2930, GNorm = 2.2932, lr_0 = 9.9895e-04
Validation prc-auc = 0.037345
Epoch 2000
Loss = 6.7616e-02, PNorm = 210.3817, GNorm = 0.1918, lr_0 = 9.9895e-04
Validation prc-auc = 0.038160
Epoch 2001
Loss = 6.2771e-02, PNorm = 210.4696, GNorm = 0.6943, lr_0 = 9.9895e-04
Validation prc-auc = 0.047318
Epoch 2002
Loss = 3.4478e-02, PNorm = 210.5472, GNorm = 2.3017, lr_0 = 9.9894e-04
Validation prc-auc = 0.043771
Epoch 2003
Loss = 5.7387e-02, PNorm = 210.6248, GNorm = 0.4423, lr_0 = 9.9894e-04
Validation prc-auc = 0.043452
Epoch 2004
Loss = 4.4083e-02, PNorm = 210.7009, GNorm = 1.5419, lr_0 = 9.9894e-04
Validation prc-auc = 0.049729
Epoch 2005
Loss = 4.5361e-02, PNorm = 210.7984, GNorm = 1.3537, lr_0 = 9.9894e-04
Validation prc-auc = 0.053980
Epoch 2006
Loss = 6.7024e-02, PNorm = 210.8735, GNorm = 1.5183, lr_0 = 9.9894e-04
Validation prc-auc = 0.045853
Epoch 2007
Loss = 3.0168e-02, PNorm = 210.9353, GNorm = 1.6317, lr_0 = 9.9894e-04
Validation prc-auc = 0.051447
Epoch 2008
Loss = 3.9235e-02, PNorm = 211.0005, GNorm = 0.4802, lr_0 = 9.9894e-04
Validation prc-auc = 0.045536
Epoch 2009
Loss = 3.0903e-02, PNorm = 211.0538, GNorm = 0.9303, lr_0 = 9.9894e-04
Loss = 1.3560e-02, PNorm = 211.0876, GNorm = 0.1159, lr_0 = 9.9894e-04
Validation prc-auc = 0.042045
Epoch 2010
Loss = 1.6924e-02, PNorm = 211.1188, GNorm = 0.1552, lr_0 = 9.9894e-04
Validation prc-auc = 0.044088
Epoch 2011
Loss = 9.8810e-03, PNorm = 211.1441, GNorm = 0.4757, lr_0 = 9.9894e-04
Validation prc-auc = 0.056136
Epoch 2012
Loss = 1.1786e-02, PNorm = 211.1716, GNorm = 0.1215, lr_0 = 9.9894e-04
Validation prc-auc = 0.041277
Epoch 2013
Loss = 1.0134e-01, PNorm = 211.2089, GNorm = 0.5395, lr_0 = 9.9894e-04
Validation prc-auc = 0.042628
Epoch 2014
Loss = 2.2039e-02, PNorm = 211.3048, GNorm = 0.4580, lr_0 = 9.9894e-04
Validation prc-auc = 0.040749
Epoch 2015
Loss = 8.0179e-02, PNorm = 211.3728, GNorm = 0.7594, lr_0 = 9.9893e-04
Validation prc-auc = 0.030818
Epoch 2016
Loss = 3.4533e-02, PNorm = 211.4368, GNorm = 0.5286, lr_0 = 9.9893e-04
Validation prc-auc = 0.029425
Epoch 2017
Loss = 1.0925e-02, PNorm = 211.5058, GNorm = 0.6369, lr_0 = 9.9893e-04
Validation prc-auc = 0.031814
Epoch 2018
Loss = 5.9244e-02, PNorm = 211.5535, GNorm = 0.0975, lr_0 = 9.9893e-04
Validation prc-auc = 0.039717
Epoch 2019
Loss = 1.0688e-01, PNorm = 211.6036, GNorm = 2.7703, lr_0 = 9.9893e-04
Loss = 4.7598e-02, PNorm = 211.6968, GNorm = 2.6654, lr_0 = 9.9893e-04
Validation prc-auc = 0.039845
Epoch 2020
Loss = 6.3373e-02, PNorm = 211.8006, GNorm = 2.6256, lr_0 = 9.9893e-04
Validation prc-auc = 0.040663
Epoch 2021
Loss = 3.4639e-02, PNorm = 211.8963, GNorm = 0.9972, lr_0 = 9.9893e-04
Validation prc-auc = 0.046082
Epoch 2022
Loss = 2.4112e-02, PNorm = 211.9796, GNorm = 0.9349, lr_0 = 9.9893e-04
Validation prc-auc = 0.048276
Epoch 2023
Loss = 2.4077e-02, PNorm = 212.0311, GNorm = 0.9939, lr_0 = 9.9893e-04
Validation prc-auc = 0.053948
Epoch 2024
Loss = 3.4975e-02, PNorm = 212.0917, GNorm = 1.3653, lr_0 = 9.9893e-04
Validation prc-auc = 0.015843
Epoch 2025
Loss = 5.0543e-02, PNorm = 212.1749, GNorm = 0.1953, lr_0 = 9.9893e-04
Validation prc-auc = 0.048990
Epoch 2026
Loss = 1.0598e-01, PNorm = 212.2628, GNorm = 5.4201, lr_0 = 9.9893e-04
Validation prc-auc = 0.050970
Epoch 2027
Loss = 2.8262e-02, PNorm = 212.3470, GNorm = 0.5764, lr_0 = 9.9893e-04
Validation prc-auc = 0.060468
Epoch 2028
Loss = 1.5490e-02, PNorm = 212.4071, GNorm = 0.7335, lr_0 = 9.9893e-04
Validation prc-auc = 0.050260
Epoch 2029
Loss = 2.6641e-03, PNorm = 212.4635, GNorm = 0.0909, lr_0 = 9.9892e-04
Loss = 2.6547e-02, PNorm = 212.5134, GNorm = 1.8024, lr_0 = 9.9892e-04
Validation prc-auc = 0.046759
Epoch 2030
Loss = 3.9753e-02, PNorm = 212.5657, GNorm = 0.0494, lr_0 = 9.9892e-04
Validation prc-auc = 0.042198
Epoch 2031
Loss = 4.2962e-02, PNorm = 212.6320, GNorm = 1.1100, lr_0 = 9.9892e-04
Validation prc-auc = 0.036173
Epoch 2032
Loss = 4.7131e-02, PNorm = 212.7161, GNorm = 1.6392, lr_0 = 9.9892e-04
Validation prc-auc = 0.028405
Epoch 2033
Loss = 2.5241e-02, PNorm = 212.7655, GNorm = 0.9793, lr_0 = 9.9892e-04
Validation prc-auc = 0.026472
Epoch 2034
Loss = 6.8323e-03, PNorm = 212.8271, GNorm = 0.4044, lr_0 = 9.9892e-04
Validation prc-auc = 0.036937
Epoch 2035
Loss = 3.9047e-02, PNorm = 212.8713, GNorm = 0.2791, lr_0 = 9.9892e-04
Validation prc-auc = 0.068119
Epoch 2036
Loss = 1.9632e-02, PNorm = 212.9429, GNorm = 0.1195, lr_0 = 9.9892e-04
Validation prc-auc = 0.088434
Epoch 2037
Loss = 1.6473e-02, PNorm = 212.9966, GNorm = 0.2962, lr_0 = 9.9892e-04
Validation prc-auc = 0.049605
Epoch 2038
Loss = 1.6661e-02, PNorm = 213.0569, GNorm = 0.2188, lr_0 = 9.9892e-04
Validation prc-auc = 0.041813
Epoch 2039
Loss = 3.2639e-03, PNorm = 213.1257, GNorm = 0.0747, lr_0 = 9.9892e-04
Loss = 3.8568e-02, PNorm = 213.1768, GNorm = 1.6951, lr_0 = 9.9892e-04
Validation prc-auc = 0.041710
Epoch 2040
Loss = 1.9226e-02, PNorm = 213.2217, GNorm = 0.0701, lr_0 = 9.9892e-04
Validation prc-auc = 0.038777
Epoch 2041
Loss = 1.8679e-02, PNorm = 213.2615, GNorm = 1.1813, lr_0 = 9.9891e-04
Validation prc-auc = 0.036014
Epoch 2042
Loss = 3.9269e-02, PNorm = 213.3054, GNorm = 1.4044, lr_0 = 9.9891e-04
Validation prc-auc = 0.026692
Epoch 2043
Loss = 5.8514e-02, PNorm = 213.3703, GNorm = 1.2609, lr_0 = 9.9891e-04
Validation prc-auc = 0.031796
Epoch 2044
Loss = 1.2890e-02, PNorm = 213.4369, GNorm = 0.2708, lr_0 = 9.9891e-04
Validation prc-auc = 0.033179
Epoch 2045
Loss = 5.2491e-02, PNorm = 213.4835, GNorm = 1.5235, lr_0 = 9.9891e-04
Validation prc-auc = 0.036597
Epoch 2046
Loss = 2.6490e-02, PNorm = 213.5233, GNorm = 0.0663, lr_0 = 9.9891e-04
Validation prc-auc = 0.047722
Epoch 2047
Loss = 9.5022e-03, PNorm = 213.5847, GNorm = 0.1402, lr_0 = 9.9891e-04
Validation prc-auc = 0.046375
Epoch 2048
Loss = 8.0972e-02, PNorm = 213.6274, GNorm = 1.5403, lr_0 = 9.9891e-04
Validation prc-auc = 0.046095
Epoch 2049
Loss = 5.7141e-03, PNorm = 213.6601, GNorm = 0.1650, lr_0 = 9.9891e-04
Loss = 3.4411e-02, PNorm = 213.7316, GNorm = 0.6116, lr_0 = 9.9891e-04
Validation prc-auc = 0.056958
Epoch 2050
Loss = 2.1728e-02, PNorm = 213.7762, GNorm = 1.6024, lr_0 = 9.9891e-04
Validation prc-auc = 0.053955
Epoch 2051
Loss = 1.1136e-02, PNorm = 213.8025, GNorm = 0.1805, lr_0 = 9.9891e-04
Validation prc-auc = 0.056321
Epoch 2052
Loss = 1.1560e-02, PNorm = 213.8274, GNorm = 0.1002, lr_0 = 9.9891e-04
Validation prc-auc = 0.056996
Epoch 2053
Loss = 1.1293e-02, PNorm = 213.8733, GNorm = 0.0359, lr_0 = 9.9891e-04
Validation prc-auc = 0.063602
Epoch 2054
Loss = 4.3675e-02, PNorm = 213.9064, GNorm = 0.0650, lr_0 = 9.9891e-04
Validation prc-auc = 0.051126
Epoch 2055
Loss = 9.0992e-03, PNorm = 213.9426, GNorm = 0.2393, lr_0 = 9.9890e-04
Validation prc-auc = 0.057381
Epoch 2056
Loss = 9.8618e-03, PNorm = 213.9656, GNorm = 0.0703, lr_0 = 9.9890e-04
Validation prc-auc = 0.048501
Epoch 2057
Loss = 3.2694e-03, PNorm = 213.9934, GNorm = 0.2938, lr_0 = 9.9890e-04
Validation prc-auc = 0.045069
Epoch 2058
Loss = 5.1515e-03, PNorm = 214.0289, GNorm = 0.2445, lr_0 = 9.9890e-04
Validation prc-auc = 0.040338
Epoch 2059
Loss = 2.6562e-03, PNorm = 214.0588, GNorm = 0.0820, lr_0 = 9.9890e-04
Loss = 1.8219e-02, PNorm = 214.0989, GNorm = 0.0299, lr_0 = 9.9890e-04
Validation prc-auc = 0.044401
Epoch 2060
Loss = 3.1353e-02, PNorm = 214.1359, GNorm = 0.2567, lr_0 = 9.9890e-04
Validation prc-auc = 0.051685
Epoch 2061
Loss = 2.8014e-02, PNorm = 214.1872, GNorm = 0.1672, lr_0 = 9.9890e-04
Validation prc-auc = 0.058217
Epoch 2062
Loss = 1.8442e-02, PNorm = 214.2415, GNorm = 1.8707, lr_0 = 9.9890e-04
Validation prc-auc = 0.060622
Epoch 2063
Loss = 3.4120e-02, PNorm = 214.2879, GNorm = 0.1806, lr_0 = 9.9890e-04
Validation prc-auc = 0.035193
Epoch 2064
Loss = 2.8170e-02, PNorm = 214.3586, GNorm = 0.4542, lr_0 = 9.9890e-04
Validation prc-auc = 0.029740
Epoch 2065
Loss = 6.0737e-03, PNorm = 214.4253, GNorm = 0.0565, lr_0 = 9.9890e-04
Validation prc-auc = 0.033247
Epoch 2066
Loss = 1.3852e-02, PNorm = 214.4680, GNorm = 0.6154, lr_0 = 9.9890e-04
Validation prc-auc = 0.037137
Epoch 2067
Loss = 2.4128e-02, PNorm = 214.5265, GNorm = 0.1773, lr_0 = 9.9890e-04
Validation prc-auc = 0.036867
Epoch 2068
Loss = 2.4900e-02, PNorm = 214.5691, GNorm = 1.6334, lr_0 = 9.9889e-04
Validation prc-auc = 0.037936
Epoch 2069
Loss = 1.4825e-02, PNorm = 214.6094, GNorm = 0.4713, lr_0 = 9.9889e-04
Loss = 5.4979e-02, PNorm = 214.6637, GNorm = 0.0711, lr_0 = 9.9889e-04
Validation prc-auc = 0.044120
Epoch 2070
Loss = 3.5345e-02, PNorm = 214.7172, GNorm = 2.1483, lr_0 = 9.9889e-04
Validation prc-auc = 0.045367
Epoch 2071
Loss = 1.6525e-02, PNorm = 214.7880, GNorm = 0.2940, lr_0 = 9.9889e-04
Validation prc-auc = 0.057975
Epoch 2072
Loss = 4.7054e-02, PNorm = 214.8461, GNorm = 1.6922, lr_0 = 9.9889e-04
Validation prc-auc = 0.043508
Epoch 2073
Loss = 2.8152e-02, PNorm = 214.8888, GNorm = 0.7521, lr_0 = 9.9889e-04
Validation prc-auc = 0.032456
Epoch 2074
Loss = 4.5639e-02, PNorm = 214.9348, GNorm = 1.2901, lr_0 = 9.9889e-04
Validation prc-auc = 0.035165
Epoch 2075
Loss = 5.1287e-02, PNorm = 214.9721, GNorm = 1.9864, lr_0 = 9.9889e-04
Validation prc-auc = 0.028506
Epoch 2076
Loss = 1.5582e-02, PNorm = 215.0289, GNorm = 0.4606, lr_0 = 9.9889e-04
Validation prc-auc = 0.024122
Epoch 2077
Loss = 3.7077e-03, PNorm = 215.0757, GNorm = 0.1525, lr_0 = 9.9889e-04
Validation prc-auc = 0.034330
Epoch 2078
Loss = 7.9647e-02, PNorm = 215.1116, GNorm = 0.8124, lr_0 = 9.9889e-04
Validation prc-auc = 0.038058
Epoch 2079
Loss = 7.8895e-03, PNorm = 215.1497, GNorm = 0.3342, lr_0 = 9.9889e-04
Loss = 2.4245e-02, PNorm = 215.1918, GNorm = 1.3663, lr_0 = 9.9889e-04
Validation prc-auc = 0.028139
Epoch 2080
Loss = 1.9498e-02, PNorm = 215.2383, GNorm = 0.8971, lr_0 = 9.9889e-04
Validation prc-auc = 0.025879
Epoch 2081
Loss = 5.9236e-02, PNorm = 215.2902, GNorm = 2.3066, lr_0 = 9.9888e-04
Validation prc-auc = 0.039579
Epoch 2082
Loss = 3.6635e-02, PNorm = 215.3553, GNorm = 2.2774, lr_0 = 9.9888e-04
Validation prc-auc = 0.061428
Epoch 2083
Loss = 2.0418e-02, PNorm = 215.4264, GNorm = 0.1666, lr_0 = 9.9888e-04
Validation prc-auc = 0.055196
Epoch 2084
Loss = 3.9153e-02, PNorm = 215.4791, GNorm = 0.0424, lr_0 = 9.9888e-04
Validation prc-auc = 0.043854
Epoch 2085
Loss = 4.0351e-02, PNorm = 215.5306, GNorm = 0.0801, lr_0 = 9.9888e-04
Validation prc-auc = 0.038174
Epoch 2086
Loss = 2.0852e-02, PNorm = 215.5855, GNorm = 1.2080, lr_0 = 9.9888e-04
Validation prc-auc = 0.037083
Epoch 2087
Loss = 2.9823e-02, PNorm = 215.6347, GNorm = 0.2714, lr_0 = 9.9888e-04
Validation prc-auc = 0.040233
Epoch 2088
Loss = 2.4913e-02, PNorm = 215.6928, GNorm = 2.1923, lr_0 = 9.9888e-04
Validation prc-auc = 0.044706
Epoch 2089
Loss = 1.9864e-02, PNorm = 215.7489, GNorm = 0.9181, lr_0 = 9.9888e-04
Loss = 4.3317e-02, PNorm = 215.8071, GNorm = 0.9863, lr_0 = 9.9888e-04
Validation prc-auc = 0.054243
Epoch 2090
Loss = 2.3576e-02, PNorm = 215.8995, GNorm = 0.0957, lr_0 = 9.9888e-04
Validation prc-auc = 0.050761
Epoch 2091
Loss = 2.0958e-02, PNorm = 215.9616, GNorm = 1.5102, lr_0 = 9.9888e-04
Validation prc-auc = 0.049349
Epoch 2092
Loss = 2.1849e-02, PNorm = 216.0232, GNorm = 0.9711, lr_0 = 9.9888e-04
Validation prc-auc = 0.050531
Epoch 2093
Loss = 4.1864e-02, PNorm = 216.0833, GNorm = 0.3058, lr_0 = 9.9888e-04
Validation prc-auc = 0.048659
Epoch 2094
Loss = 4.5518e-02, PNorm = 216.1484, GNorm = 1.1418, lr_0 = 9.9887e-04
Validation prc-auc = 0.044798
Epoch 2095
Loss = 4.4378e-02, PNorm = 216.1954, GNorm = 0.5769, lr_0 = 9.9887e-04
Validation prc-auc = 0.045458
Epoch 2096
Loss = 3.2550e-02, PNorm = 216.2621, GNorm = 0.0658, lr_0 = 9.9887e-04
Validation prc-auc = 0.045716
Epoch 2097
Loss = 7.6024e-02, PNorm = 216.3184, GNorm = 0.5070, lr_0 = 9.9887e-04
Validation prc-auc = 0.054817
Epoch 2098
Loss = 2.7955e-02, PNorm = 216.3719, GNorm = 2.2595, lr_0 = 9.9887e-04
Validation prc-auc = 0.059995
Epoch 2099
Loss = 6.5914e-03, PNorm = 216.4172, GNorm = 0.1993, lr_0 = 9.9887e-04
Loss = 5.6961e-02, PNorm = 216.4625, GNorm = 1.8824, lr_0 = 9.9887e-04
Validation prc-auc = 0.045255
Epoch 2100
Loss = 3.7378e-02, PNorm = 216.5222, GNorm = 1.9817, lr_0 = 9.9887e-04
Validation prc-auc = 0.045442
Epoch 2101
Loss = 4.3044e-02, PNorm = 216.5743, GNorm = 1.9328, lr_0 = 9.9887e-04
Validation prc-auc = 0.073605
Epoch 2102
Loss = 2.9849e-02, PNorm = 216.6234, GNorm = 0.1531, lr_0 = 9.9887e-04
Validation prc-auc = 0.076826
Epoch 2103
Loss = 7.2592e-02, PNorm = 216.6892, GNorm = 2.0851, lr_0 = 9.9887e-04
Validation prc-auc = 0.074945
Epoch 2104
Loss = 2.9668e-02, PNorm = 216.7626, GNorm = 1.0558, lr_0 = 9.9887e-04
Validation prc-auc = 0.086501
Epoch 2105
Loss = 5.4686e-02, PNorm = 216.8240, GNorm = 0.3177, lr_0 = 9.9887e-04
Validation prc-auc = 0.093097
Epoch 2106
Loss = 1.0220e-02, PNorm = 216.8906, GNorm = 0.8143, lr_0 = 9.9887e-04
Validation prc-auc = 0.078879
Epoch 2107
Loss = 4.8871e-02, PNorm = 216.9279, GNorm = 0.8043, lr_0 = 9.9887e-04
Validation prc-auc = 0.076514
Epoch 2108
Loss = 8.6769e-03, PNorm = 216.9815, GNorm = 0.2606, lr_0 = 9.9886e-04
Validation prc-auc = 0.068284
Epoch 2109
Loss = 5.6578e-03, PNorm = 217.0218, GNorm = 0.3672, lr_0 = 9.9886e-04
Loss = 3.3394e-02, PNorm = 217.0597, GNorm = 0.0767, lr_0 = 9.9886e-04
Validation prc-auc = 0.068528
Epoch 2110
Loss = 1.6844e-02, PNorm = 217.0982, GNorm = 0.2357, lr_0 = 9.9886e-04
Validation prc-auc = 0.078169
Epoch 2111
Loss = 1.1506e-02, PNorm = 217.1350, GNorm = 0.2625, lr_0 = 9.9886e-04
Validation prc-auc = 0.078066
Epoch 2112
Loss = 5.2973e-02, PNorm = 217.1664, GNorm = 1.8808, lr_0 = 9.9886e-04
Validation prc-auc = 0.071241
Epoch 2113
Loss = 2.7852e-02, PNorm = 217.2324, GNorm = 0.2961, lr_0 = 9.9886e-04
Validation prc-auc = 0.067636
Epoch 2114
Loss = 2.7024e-02, PNorm = 217.2881, GNorm = 0.6325, lr_0 = 9.9886e-04
Validation prc-auc = 0.067050
Epoch 2115
Loss = 2.0937e-02, PNorm = 217.3286, GNorm = 1.3526, lr_0 = 9.9886e-04
Validation prc-auc = 0.063643
Epoch 2116
Loss = 4.2965e-02, PNorm = 217.3887, GNorm = 0.2429, lr_0 = 9.9886e-04
Validation prc-auc = 0.063839
Epoch 2117
Loss = 1.3505e-01, PNorm = 217.4439, GNorm = 1.8460, lr_0 = 9.9886e-04
Validation prc-auc = 0.065923
Epoch 2118
Loss = 1.3651e-02, PNorm = 217.4885, GNorm = 0.7938, lr_0 = 9.9886e-04
Validation prc-auc = 0.066031
Epoch 2119
Loss = 1.9978e-01, PNorm = 217.5435, GNorm = 1.5867, lr_0 = 9.9886e-04
Loss = 6.7501e-03, PNorm = 217.5720, GNorm = 0.1208, lr_0 = 9.9886e-04
Validation prc-auc = 0.065527
Epoch 2120
Loss = 1.9630e-02, PNorm = 217.5876, GNorm = 0.4416, lr_0 = 9.9885e-04
Validation prc-auc = 0.055712
Epoch 2121
Loss = 4.8964e-02, PNorm = 217.6145, GNorm = 0.9620, lr_0 = 9.9885e-04
Validation prc-auc = 0.059214
Epoch 2122
Loss = 4.1696e-02, PNorm = 217.7116, GNorm = 0.4026, lr_0 = 9.9885e-04
Validation prc-auc = 0.057129
Epoch 2123
Loss = 3.8283e-02, PNorm = 217.7740, GNorm = 0.9353, lr_0 = 9.9885e-04
Validation prc-auc = 0.055088
Epoch 2124
Loss = 2.4120e-02, PNorm = 217.8251, GNorm = 0.6386, lr_0 = 9.9885e-04
Validation prc-auc = 0.057282
Epoch 2125
Loss = 4.8689e-02, PNorm = 217.9029, GNorm = 1.1362, lr_0 = 9.9885e-04
Validation prc-auc = 0.059986
Epoch 2126
Loss = 1.0195e-02, PNorm = 217.9458, GNorm = 1.0987, lr_0 = 9.9885e-04
Validation prc-auc = 0.067082
Epoch 2127
Loss = 3.0434e-02, PNorm = 217.9775, GNorm = 0.4064, lr_0 = 9.9885e-04
Validation prc-auc = 0.072229
Epoch 2128
Loss = 4.4291e-02, PNorm = 218.0016, GNorm = 0.0920, lr_0 = 9.9885e-04
Validation prc-auc = 0.071158
Epoch 2129
Loss = 1.3358e-03, PNorm = 218.0401, GNorm = 0.0363, lr_0 = 9.9885e-04
Loss = 9.5281e-03, PNorm = 218.0910, GNorm = 0.6158, lr_0 = 9.9885e-04
Validation prc-auc = 0.062374
Epoch 2130
Loss = 2.3864e-02, PNorm = 218.1396, GNorm = 0.1578, lr_0 = 9.9885e-04
Validation prc-auc = 0.061288
Epoch 2131
Loss = 3.7500e-02, PNorm = 218.1665, GNorm = 0.7642, lr_0 = 9.9885e-04
Validation prc-auc = 0.059782
Epoch 2132
Loss = 6.2478e-02, PNorm = 218.2307, GNorm = 3.3105, lr_0 = 9.9885e-04
Validation prc-auc = 0.060129
Epoch 2133
Loss = 2.5407e-02, PNorm = 218.3149, GNorm = 0.0486, lr_0 = 9.9885e-04
Validation prc-auc = 0.059640
Epoch 2134
Loss = 4.1948e-02, PNorm = 218.3685, GNorm = 0.3586, lr_0 = 9.9884e-04
Validation prc-auc = 0.055772
Epoch 2135
Loss = 2.9342e-02, PNorm = 218.4140, GNorm = 0.0919, lr_0 = 9.9884e-04
Validation prc-auc = 0.054953
Epoch 2136
Loss = 3.3576e-03, PNorm = 218.4603, GNorm = 0.1397, lr_0 = 9.9884e-04
Validation prc-auc = 0.052041
Epoch 2137
Loss = 1.1804e-01, PNorm = 218.4867, GNorm = 1.2746, lr_0 = 9.9884e-04
Validation prc-auc = 0.053413
Epoch 2138
Loss = 7.0883e-03, PNorm = 218.5326, GNorm = 0.1675, lr_0 = 9.9884e-04
Validation prc-auc = 0.050247
Epoch 2139
Loss = 6.0684e-03, PNorm = 218.5928, GNorm = 0.1614, lr_0 = 9.9884e-04
Loss = 3.5880e-02, PNorm = 218.6828, GNorm = 0.2772, lr_0 = 9.9884e-04
Validation prc-auc = 0.053013
Epoch 2140
Loss = 2.2756e-02, PNorm = 218.7494, GNorm = 0.0809, lr_0 = 9.9884e-04
Validation prc-auc = 0.051768
Epoch 2141
Loss = 4.0734e-02, PNorm = 218.7909, GNorm = 0.4493, lr_0 = 9.9884e-04
Validation prc-auc = 0.056518
Epoch 2142
Loss = 2.6611e-02, PNorm = 218.8554, GNorm = 0.7408, lr_0 = 9.9884e-04
Validation prc-auc = 0.052048
Epoch 2143
Loss = 3.5323e-02, PNorm = 218.9024, GNorm = 0.0215, lr_0 = 9.9884e-04
Validation prc-auc = 0.055692
Epoch 2144
Loss = 3.1443e-02, PNorm = 218.9521, GNorm = 0.1393, lr_0 = 9.9884e-04
Validation prc-auc = 0.062378
Epoch 2145
Loss = 4.6496e-02, PNorm = 219.0040, GNorm = 3.7966, lr_0 = 9.9884e-04
Validation prc-auc = 0.063299
Epoch 2146
Loss = 3.5468e-02, PNorm = 219.0896, GNorm = 0.0618, lr_0 = 9.9884e-04
Validation prc-auc = 0.067589
Epoch 2147
Loss = 2.3422e-02, PNorm = 219.1609, GNorm = 0.1180, lr_0 = 9.9883e-04
Validation prc-auc = 0.067010
Epoch 2148
Loss = 1.7081e-03, PNorm = 219.2161, GNorm = 0.1056, lr_0 = 9.9883e-04
Validation prc-auc = 0.071164
Epoch 2149
Loss = 7.7299e-03, PNorm = 219.2774, GNorm = 0.2947, lr_0 = 9.9883e-04
Loss = 1.8509e-02, PNorm = 219.3601, GNorm = 0.3226, lr_0 = 9.9883e-04
Validation prc-auc = 0.067491
Epoch 2150
Loss = 4.1292e-02, PNorm = 219.4074, GNorm = 1.2807, lr_0 = 9.9883e-04
Validation prc-auc = 0.073360
Epoch 2151
Loss = 2.1803e-02, PNorm = 219.4638, GNorm = 0.2244, lr_0 = 9.9883e-04
Validation prc-auc = 0.058214
Epoch 2152
Loss = 2.6870e-02, PNorm = 219.5025, GNorm = 2.6656, lr_0 = 9.9883e-04
Validation prc-auc = 0.048740
Epoch 2153
Loss = 1.6408e-02, PNorm = 219.5287, GNorm = 0.2673, lr_0 = 9.9883e-04
Validation prc-auc = 0.052334
Epoch 2154
Loss = 2.8051e-02, PNorm = 219.5636, GNorm = 0.2234, lr_0 = 9.9883e-04
Validation prc-auc = 0.052710
Epoch 2155
Loss = 3.0629e-02, PNorm = 219.5983, GNorm = 0.2033, lr_0 = 9.9883e-04
Validation prc-auc = 0.075630
Epoch 2156
Loss = 3.3779e-02, PNorm = 219.6510, GNorm = 0.1000, lr_0 = 9.9883e-04
Validation prc-auc = 0.071106
Epoch 2157
Loss = 1.0972e-01, PNorm = 219.7058, GNorm = 0.5370, lr_0 = 9.9883e-04
Validation prc-auc = 0.075313
Epoch 2158
Loss = 3.9931e-02, PNorm = 219.7460, GNorm = 1.9497, lr_0 = 9.9883e-04
Validation prc-auc = 0.076394
Epoch 2159
Loss = 3.6494e-03, PNorm = 219.8073, GNorm = 0.1510, lr_0 = 9.9883e-04
Loss = 7.3066e-02, PNorm = 219.8462, GNorm = 2.2823, lr_0 = 9.9883e-04
Validation prc-auc = 0.063923
Epoch 2160
Loss = 3.1872e-02, PNorm = 219.9167, GNorm = 0.0193, lr_0 = 9.9882e-04
Validation prc-auc = 0.066674
Epoch 2161
Loss = 3.9832e-02, PNorm = 219.9890, GNorm = 0.3404, lr_0 = 9.9882e-04
Validation prc-auc = 0.065544
Epoch 2162
Loss = 5.7254e-02, PNorm = 220.0378, GNorm = 0.3562, lr_0 = 9.9882e-04
Validation prc-auc = 0.047078
Epoch 2163
Loss = 3.9366e-02, PNorm = 220.0969, GNorm = 1.4889, lr_0 = 9.9882e-04
Validation prc-auc = 0.059111
Epoch 2164
Loss = 2.5677e-02, PNorm = 220.1597, GNorm = 0.2935, lr_0 = 9.9882e-04
Validation prc-auc = 0.078073
Epoch 2165
Loss = 1.8048e-02, PNorm = 220.1955, GNorm = 0.3431, lr_0 = 9.9882e-04
Validation prc-auc = 0.075134
Epoch 2166
Loss = 2.7674e-02, PNorm = 220.2229, GNorm = 0.9627, lr_0 = 9.9882e-04
Validation prc-auc = 0.070159
Epoch 2167
Loss = 7.9780e-03, PNorm = 220.2616, GNorm = 0.3195, lr_0 = 9.9882e-04
Validation prc-auc = 0.074189
Epoch 2168
Loss = 2.1558e-02, PNorm = 220.3076, GNorm = 0.8842, lr_0 = 9.9882e-04
Validation prc-auc = 0.065775
Epoch 2169
Loss = 6.1721e-03, PNorm = 220.3452, GNorm = 0.1730, lr_0 = 9.9882e-04
Loss = 1.1162e-02, PNorm = 220.3843, GNorm = 0.1235, lr_0 = 9.9882e-04
Validation prc-auc = 0.065465
Epoch 2170
Loss = 2.1397e-02, PNorm = 220.4202, GNorm = 0.0749, lr_0 = 9.9882e-04
Validation prc-auc = 0.081594
Epoch 2171
Loss = 3.6291e-02, PNorm = 220.4476, GNorm = 0.4787, lr_0 = 9.9882e-04
Validation prc-auc = 0.064481
Epoch 2172
Loss = 3.5095e-02, PNorm = 220.4905, GNorm = 0.3376, lr_0 = 9.9882e-04
Validation prc-auc = 0.049737
Epoch 2173
Loss = 2.2441e-02, PNorm = 220.5465, GNorm = 1.8820, lr_0 = 9.9882e-04
Validation prc-auc = 0.049115
Epoch 2174
Loss = 1.3710e-02, PNorm = 220.5910, GNorm = 1.3730, lr_0 = 9.9881e-04
Validation prc-auc = 0.058483
Epoch 2175
Loss = 2.9576e-02, PNorm = 220.6315, GNorm = 0.9102, lr_0 = 9.9881e-04
Validation prc-auc = 0.060271
Epoch 2176
Loss = 1.9603e-02, PNorm = 220.6613, GNorm = 0.8536, lr_0 = 9.9881e-04
Validation prc-auc = 0.057518
Epoch 2177
Loss = 7.5177e-02, PNorm = 220.6957, GNorm = 1.3131, lr_0 = 9.9881e-04
Validation prc-auc = 0.066927
Epoch 2178
Loss = 1.4760e-02, PNorm = 220.7579, GNorm = 0.8600, lr_0 = 9.9881e-04
Validation prc-auc = 0.068462
Epoch 2179
Loss = 3.7595e-02, PNorm = 220.8076, GNorm = 0.9750, lr_0 = 9.9881e-04
Loss = 1.9262e-02, PNorm = 220.8775, GNorm = 0.3842, lr_0 = 9.9881e-04
Validation prc-auc = 0.071158
Epoch 2180
Loss = 2.5588e-02, PNorm = 220.9294, GNorm = 1.5151, lr_0 = 9.9881e-04
Validation prc-auc = 0.072719
Epoch 2181
Loss = 2.6931e-02, PNorm = 220.9748, GNorm = 1.7606, lr_0 = 9.9881e-04
Validation prc-auc = 0.077116
Epoch 2182
Loss = 2.0778e-02, PNorm = 221.0034, GNorm = 0.6940, lr_0 = 9.9881e-04
Validation prc-auc = 0.077564
Epoch 2183
Loss = 2.2899e-02, PNorm = 221.0416, GNorm = 1.2213, lr_0 = 9.9881e-04
Validation prc-auc = 0.077762
Epoch 2184
Loss = 1.3890e-02, PNorm = 221.0923, GNorm = 2.3501, lr_0 = 9.9881e-04
Validation prc-auc = 0.079852
Epoch 2185
Loss = 4.9050e-02, PNorm = 221.1454, GNorm = 1.3915, lr_0 = 9.9881e-04
Validation prc-auc = 0.089312
Epoch 2186
Loss = 4.3889e-03, PNorm = 221.2023, GNorm = 0.3254, lr_0 = 9.9881e-04
Validation prc-auc = 0.086438
Epoch 2187
Loss = 1.4752e-02, PNorm = 221.2568, GNorm = 1.1167, lr_0 = 9.9880e-04
Validation prc-auc = 0.075423
Epoch 2188
Loss = 8.5914e-03, PNorm = 221.3148, GNorm = 0.1577, lr_0 = 9.9880e-04
Validation prc-auc = 0.077149
Epoch 2189
Loss = 4.1194e-03, PNorm = 221.3552, GNorm = 0.1784, lr_0 = 9.9880e-04
Loss = 1.9835e-02, PNorm = 221.3777, GNorm = 0.6146, lr_0 = 9.9880e-04
Validation prc-auc = 0.066162
Epoch 2190
Loss = 2.8320e-02, PNorm = 221.4314, GNorm = 0.1056, lr_0 = 9.9880e-04
Validation prc-auc = 0.066239
Epoch 2191
Loss = 1.9199e-02, PNorm = 221.4692, GNorm = 0.3945, lr_0 = 9.9880e-04
Validation prc-auc = 0.055863
Epoch 2192
Loss = 3.5305e-02, PNorm = 221.5231, GNorm = 0.7849, lr_0 = 9.9880e-04
Validation prc-auc = 0.069865
Epoch 2193
Loss = 1.9214e-02, PNorm = 221.5885, GNorm = 0.0545, lr_0 = 9.9880e-04
Validation prc-auc = 0.068506
Epoch 2194
Loss = 1.7989e-02, PNorm = 221.6295, GNorm = 0.1438, lr_0 = 9.9880e-04
Validation prc-auc = 0.063007
Epoch 2195
Loss = 7.0095e-03, PNorm = 221.6660, GNorm = 0.6389, lr_0 = 9.9880e-04
Validation prc-auc = 0.072558
Epoch 2196
Loss = 4.6649e-03, PNorm = 221.6927, GNorm = 0.2513, lr_0 = 9.9880e-04
Validation prc-auc = 0.074520
Epoch 2197
Loss = 6.1899e-02, PNorm = 221.7246, GNorm = 1.0032, lr_0 = 9.9880e-04
Validation prc-auc = 0.075410
Epoch 2198
Loss = 1.1796e-02, PNorm = 221.7738, GNorm = 0.5743, lr_0 = 9.9880e-04
Validation prc-auc = 0.067456
Epoch 2199
Loss = 7.2871e-03, PNorm = 221.8366, GNorm = 0.3938, lr_0 = 9.9880e-04
Loss = 1.2889e-02, PNorm = 221.8733, GNorm = 0.2107, lr_0 = 9.9880e-04
Validation prc-auc = 0.057787
Epoch 2200
Loss = 2.4541e-02, PNorm = 221.9139, GNorm = 0.1613, lr_0 = 9.9879e-04
Validation prc-auc = 0.065010
Epoch 2201
Loss = 2.0034e-02, PNorm = 221.9466, GNorm = 0.0728, lr_0 = 9.9879e-04
Validation prc-auc = 0.064885
Epoch 2202
Loss = 9.8937e-03, PNorm = 221.9730, GNorm = 0.1306, lr_0 = 9.9879e-04
Validation prc-auc = 0.066977
Epoch 2203
Loss = 1.9148e-02, PNorm = 222.0014, GNorm = 0.0421, lr_0 = 9.9879e-04
Validation prc-auc = 0.072374
Epoch 2204
Loss = 6.5195e-03, PNorm = 222.0324, GNorm = 0.8775, lr_0 = 9.9879e-04
Validation prc-auc = 0.077980
Epoch 2205
Loss = 5.7294e-02, PNorm = 222.0610, GNorm = 0.2720, lr_0 = 9.9879e-04
Validation prc-auc = 0.063890
Epoch 2206
Loss = 1.2710e-02, PNorm = 222.0896, GNorm = 0.0326, lr_0 = 9.9879e-04
Validation prc-auc = 0.065239
Epoch 2207
Loss = 3.0237e-02, PNorm = 222.1284, GNorm = 1.3002, lr_0 = 9.9879e-04
Validation prc-auc = 0.056147
Epoch 2208
Loss = 2.9232e-03, PNorm = 222.1559, GNorm = 0.1389, lr_0 = 9.9879e-04
Validation prc-auc = 0.052100
Epoch 2209
Loss = 1.7104e-02, PNorm = 222.1911, GNorm = 0.5951, lr_0 = 9.9879e-04
Loss = 4.2354e-02, PNorm = 222.2511, GNorm = 0.0234, lr_0 = 9.9879e-04
Validation prc-auc = 0.057467
Epoch 2210
Loss = 2.0131e-02, PNorm = 222.2931, GNorm = 0.1034, lr_0 = 9.9879e-04
Validation prc-auc = 0.045507
Epoch 2211
Loss = 3.9428e-02, PNorm = 222.3320, GNorm = 0.2156, lr_0 = 9.9879e-04
Validation prc-auc = 0.053890
Epoch 2212
Loss = 3.6612e-02, PNorm = 222.3977, GNorm = 0.4067, lr_0 = 9.9879e-04
Validation prc-auc = 0.060197
Epoch 2213
Loss = 4.7872e-02, PNorm = 222.4713, GNorm = 0.2246, lr_0 = 9.9878e-04
Validation prc-auc = 0.059298
Epoch 2214
Loss = 3.6756e-02, PNorm = 222.5492, GNorm = 2.5741, lr_0 = 9.9878e-04
Validation prc-auc = 0.055446
Epoch 2215
Loss = 3.6246e-02, PNorm = 222.6375, GNorm = 1.8761, lr_0 = 9.9878e-04
Validation prc-auc = 0.063737
Epoch 2216
Loss = 1.4963e-02, PNorm = 222.7425, GNorm = 0.3294, lr_0 = 9.9878e-04
Validation prc-auc = 0.072948
Epoch 2217
Loss = 6.0148e-02, PNorm = 222.8705, GNorm = 3.1263, lr_0 = 9.9878e-04
Validation prc-auc = 0.085820
Epoch 2218
Loss = 6.8961e-02, PNorm = 222.9670, GNorm = 0.9952, lr_0 = 9.9878e-04
Validation prc-auc = 0.085307
Epoch 2219
Loss = 7.8209e-02, PNorm = 223.1071, GNorm = 1.6789, lr_0 = 9.9878e-04
Loss = 1.7361e-02, PNorm = 223.1956, GNorm = 0.5481, lr_0 = 9.9878e-04
Validation prc-auc = 0.053712
Epoch 2220
Loss = 4.5121e-02, PNorm = 223.2874, GNorm = 2.0331, lr_0 = 9.9878e-04
Validation prc-auc = 0.056123
Epoch 2221
Loss = 4.5879e-02, PNorm = 223.3884, GNorm = 2.0801, lr_0 = 9.9878e-04
Validation prc-auc = 0.047717
Epoch 2222
Loss = 4.6150e-02, PNorm = 223.4977, GNorm = 1.9488, lr_0 = 9.9878e-04
Validation prc-auc = 0.045272
Epoch 2223
Loss = 2.9846e-02, PNorm = 223.6015, GNorm = 0.0476, lr_0 = 9.9878e-04
Validation prc-auc = 0.057185
Epoch 2224
Loss = 3.8011e-02, PNorm = 223.6623, GNorm = 2.3285, lr_0 = 9.9878e-04
Validation prc-auc = 0.063498
Epoch 2225
Loss = 5.5766e-02, PNorm = 223.7476, GNorm = 0.2066, lr_0 = 9.9878e-04
Validation prc-auc = 0.062362
Epoch 2226
Loss = 3.0662e-02, PNorm = 223.8440, GNorm = 0.6129, lr_0 = 9.9878e-04
Validation prc-auc = 0.073211
Epoch 2227
Loss = 7.0666e-02, PNorm = 223.9368, GNorm = 1.2622, lr_0 = 9.9877e-04
Validation prc-auc = 0.068461
Epoch 2228
Loss = 9.5567e-02, PNorm = 223.9967, GNorm = 1.6640, lr_0 = 9.9877e-04
Validation prc-auc = 0.079093
Epoch 2229
Loss = 8.9675e-02, PNorm = 224.1011, GNorm = 1.8952, lr_0 = 9.9877e-04
Loss = 5.2663e-02, PNorm = 224.2018, GNorm = 0.3021, lr_0 = 9.9877e-04
Validation prc-auc = 0.085986
Epoch 2230
Loss = 7.2437e-02, PNorm = 224.3156, GNorm = 1.6366, lr_0 = 9.9877e-04
Validation prc-auc = 0.063620
Epoch 2231
Loss = 2.2321e-02, PNorm = 224.4106, GNorm = 1.1881, lr_0 = 9.9877e-04
Validation prc-auc = 0.067176
Epoch 2232
Loss = 1.5186e-02, PNorm = 224.4804, GNorm = 0.1278, lr_0 = 9.9877e-04
Validation prc-auc = 0.071801
Epoch 2233
Loss = 4.6454e-02, PNorm = 224.5435, GNorm = 2.0229, lr_0 = 9.9877e-04
Validation prc-auc = 0.076772
Epoch 2234
Loss = 3.2831e-02, PNorm = 224.6214, GNorm = 1.5035, lr_0 = 9.9877e-04
Validation prc-auc = 0.080023
Epoch 2235
Loss = 5.9440e-02, PNorm = 224.7010, GNorm = 0.5932, lr_0 = 9.9877e-04
Validation prc-auc = 0.078104
Epoch 2236
Loss = 2.0594e-02, PNorm = 224.7772, GNorm = 0.5640, lr_0 = 9.9877e-04
Validation prc-auc = 0.070490
Epoch 2237
Loss = 4.1199e-02, PNorm = 224.8418, GNorm = 0.1455, lr_0 = 9.9877e-04
Validation prc-auc = 0.063616
Epoch 2238
Loss = 2.9459e-02, PNorm = 224.9122, GNorm = 0.6453, lr_0 = 9.9877e-04
Validation prc-auc = 0.072823
Epoch 2239
Loss = 4.0381e-03, PNorm = 225.0029, GNorm = 0.1261, lr_0 = 9.9877e-04
Loss = 2.9152e-02, PNorm = 225.0651, GNorm = 2.0626, lr_0 = 9.9876e-04
Validation prc-auc = 0.074877
Epoch 2240
Loss = 4.3053e-02, PNorm = 225.1290, GNorm = 1.0315, lr_0 = 9.9876e-04
Validation prc-auc = 0.082980
Epoch 2241
Loss = 1.2782e-02, PNorm = 225.1916, GNorm = 0.5278, lr_0 = 9.9876e-04
Validation prc-auc = 0.084234
Epoch 2242
Loss = 2.0139e-02, PNorm = 225.2368, GNorm = 0.8389, lr_0 = 9.9876e-04
Validation prc-auc = 0.091366
Epoch 2243
Loss = 4.4812e-02, PNorm = 225.2688, GNorm = 1.5271, lr_0 = 9.9876e-04
Validation prc-auc = 0.088215
Epoch 2244
Loss = 3.4540e-02, PNorm = 225.3293, GNorm = 0.3790, lr_0 = 9.9876e-04
Validation prc-auc = 0.092679
Epoch 2245
Loss = 1.6513e-02, PNorm = 225.4160, GNorm = 1.1261, lr_0 = 9.9876e-04
Validation prc-auc = 0.100122
Epoch 2246
Loss = 1.8282e-02, PNorm = 225.4773, GNorm = 1.2056, lr_0 = 9.9876e-04
Validation prc-auc = 0.104478
Epoch 2247
Loss = 4.2399e-02, PNorm = 225.5430, GNorm = 0.5444, lr_0 = 9.9876e-04
Validation prc-auc = 0.103191
Epoch 2248
Loss = 2.0035e-01, PNorm = 225.5932, GNorm = 1.8207, lr_0 = 9.9876e-04
Validation prc-auc = 0.089802
Epoch 2249
Loss = 3.2422e-02, PNorm = 225.6563, GNorm = 1.1645, lr_0 = 9.9876e-04
Loss = 4.6151e-02, PNorm = 225.7215, GNorm = 0.5262, lr_0 = 9.9876e-04
Validation prc-auc = 0.093540
Epoch 2250
Loss = 8.1052e-03, PNorm = 225.7577, GNorm = 0.2498, lr_0 = 9.9876e-04
Validation prc-auc = 0.092669
Epoch 2251
Loss = 2.9385e-02, PNorm = 225.7927, GNorm = 0.1419, lr_0 = 9.9876e-04
Validation prc-auc = 0.085773
Epoch 2252
Loss = 2.0462e-02, PNorm = 225.8425, GNorm = 0.7393, lr_0 = 9.9876e-04
Validation prc-auc = 0.068926
Epoch 2253
Loss = 1.7014e-02, PNorm = 225.8714, GNorm = 0.8441, lr_0 = 9.9875e-04
Validation prc-auc = 0.066965
Epoch 2254
Loss = 3.1852e-02, PNorm = 225.9060, GNorm = 0.3605, lr_0 = 9.9875e-04
Validation prc-auc = 0.058872
Epoch 2255
Loss = 3.6834e-02, PNorm = 225.9543, GNorm = 0.0461, lr_0 = 9.9875e-04
Validation prc-auc = 0.057089
Epoch 2256
Loss = 5.1900e-02, PNorm = 226.0008, GNorm = 1.8978, lr_0 = 9.9875e-04
Validation prc-auc = 0.060491
Epoch 2257
Loss = 1.6244e-02, PNorm = 226.0662, GNorm = 1.2645, lr_0 = 9.9875e-04
Validation prc-auc = 0.060520
Epoch 2258
Loss = 2.2309e-02, PNorm = 226.1311, GNorm = 0.8668, lr_0 = 9.9875e-04
Validation prc-auc = 0.078436
Epoch 2259
Loss = 5.5465e-02, PNorm = 226.2052, GNorm = 1.3536, lr_0 = 9.9875e-04
Loss = 3.0249e-02, PNorm = 226.2637, GNorm = 0.1631, lr_0 = 9.9875e-04
Validation prc-auc = 0.081812
Epoch 2260
Loss = 2.6821e-02, PNorm = 226.3038, GNorm = 1.7982, lr_0 = 9.9875e-04
Validation prc-auc = 0.086088
Epoch 2261
Loss = 2.8560e-02, PNorm = 226.3607, GNorm = 1.5909, lr_0 = 9.9875e-04
Validation prc-auc = 0.090242
Epoch 2262
Loss = 1.6618e-02, PNorm = 226.4023, GNorm = 0.3035, lr_0 = 9.9875e-04
Validation prc-auc = 0.084102
Epoch 2263
Loss = 2.2406e-02, PNorm = 226.4449, GNorm = 1.0538, lr_0 = 9.9875e-04
Validation prc-auc = 0.081939
Epoch 2264
Loss = 1.7324e-02, PNorm = 226.5110, GNorm = 0.0987, lr_0 = 9.9875e-04
Validation prc-auc = 0.089517
Epoch 2265
Loss = 1.2455e-02, PNorm = 226.5697, GNorm = 1.1066, lr_0 = 9.9875e-04
Validation prc-auc = 0.062738
Epoch 2266
Loss = 5.7008e-02, PNorm = 226.6122, GNorm = 1.1011, lr_0 = 9.9874e-04
Validation prc-auc = 0.054882
Epoch 2267
Loss = 1.0947e-01, PNorm = 226.6758, GNorm = 0.7526, lr_0 = 9.9874e-04
Validation prc-auc = 0.094160
Epoch 2268
Loss = 1.0262e-02, PNorm = 226.7534, GNorm = 0.7303, lr_0 = 9.9874e-04
Validation prc-auc = 0.074061
Epoch 2269
Loss = 7.7451e-02, PNorm = 226.7971, GNorm = 1.4893, lr_0 = 9.9874e-04
Loss = 6.0603e-02, PNorm = 226.8899, GNorm = 3.0600, lr_0 = 9.9874e-04
Validation prc-auc = 0.083527
Epoch 2270
Loss = 4.2066e-02, PNorm = 226.9875, GNorm = 0.8306, lr_0 = 9.9874e-04
Validation prc-auc = 0.068078
Epoch 2271
Loss = 3.4079e-02, PNorm = 227.0834, GNorm = 0.2806, lr_0 = 9.9874e-04
Validation prc-auc = 0.085474
Epoch 2272
Loss = 3.7097e-02, PNorm = 227.1381, GNorm = 0.0928, lr_0 = 9.9874e-04
Validation prc-auc = 0.074493
Epoch 2273
Loss = 3.0786e-02, PNorm = 227.1860, GNorm = 0.2645, lr_0 = 9.9874e-04
Validation prc-auc = 0.082062
Epoch 2274
Loss = 1.7654e-02, PNorm = 227.2376, GNorm = 0.1159, lr_0 = 9.9874e-04
Validation prc-auc = 0.075674
Epoch 2275
Loss = 1.9202e-02, PNorm = 227.2696, GNorm = 1.6190, lr_0 = 9.9874e-04
Validation prc-auc = 0.074824
Epoch 2276
Loss = 3.2476e-02, PNorm = 227.3165, GNorm = 0.9107, lr_0 = 9.9874e-04
Validation prc-auc = 0.088354
Epoch 2277
Loss = 4.9964e-02, PNorm = 227.3790, GNorm = 0.0510, lr_0 = 9.9874e-04
Validation prc-auc = 0.080901
Epoch 2278
Loss = 2.4083e-02, PNorm = 227.4244, GNorm = 0.2370, lr_0 = 9.9874e-04
Validation prc-auc = 0.094834
Epoch 2279
Loss = 1.7883e-02, PNorm = 227.4943, GNorm = 0.6194, lr_0 = 9.9874e-04
Loss = 1.4167e-02, PNorm = 227.5355, GNorm = 1.3008, lr_0 = 9.9873e-04
Validation prc-auc = 0.095783
Epoch 2280
Loss = 1.5966e-02, PNorm = 227.5638, GNorm = 1.2428, lr_0 = 9.9873e-04
Validation prc-auc = 0.078651
Epoch 2281
Loss = 5.1771e-02, PNorm = 227.6104, GNorm = 1.0981, lr_0 = 9.9873e-04
Validation prc-auc = 0.084563
Epoch 2282
Loss = 3.7947e-02, PNorm = 227.6756, GNorm = 0.9780, lr_0 = 9.9873e-04
Validation prc-auc = 0.093072
Epoch 2283
Loss = 3.3228e-02, PNorm = 227.7434, GNorm = 0.2687, lr_0 = 9.9873e-04
Validation prc-auc = 0.097175
Epoch 2284
Loss = 2.9736e-02, PNorm = 227.7980, GNorm = 0.0426, lr_0 = 9.9873e-04
Validation prc-auc = 0.080497
Epoch 2285
Loss = 6.9785e-03, PNorm = 227.8438, GNorm = 0.5568, lr_0 = 9.9873e-04
Validation prc-auc = 0.069418
Epoch 2286
Loss = 5.4810e-03, PNorm = 227.8785, GNorm = 0.1421, lr_0 = 9.9873e-04
Validation prc-auc = 0.075093
Epoch 2287
Loss = 1.1868e-02, PNorm = 227.9045, GNorm = 0.6943, lr_0 = 9.9873e-04
Validation prc-auc = 0.074767
Epoch 2288
Loss = 1.0128e-02, PNorm = 227.9233, GNorm = 0.6151, lr_0 = 9.9873e-04
Validation prc-auc = 0.084235
Epoch 2289
Loss = 6.6801e-02, PNorm = 227.9490, GNorm = 1.6966, lr_0 = 9.9873e-04
Loss = 1.8155e-02, PNorm = 227.9842, GNorm = 0.9280, lr_0 = 9.9873e-04
Validation prc-auc = 0.093552
Epoch 2290
Loss = 3.9767e-02, PNorm = 228.0168, GNorm = 0.0703, lr_0 = 9.9873e-04
Validation prc-auc = 0.076957
Epoch 2291
Loss = 1.3430e-02, PNorm = 228.0703, GNorm = 0.1836, lr_0 = 9.9873e-04
Validation prc-auc = 0.064661
Epoch 2292
Loss = 6.3814e-02, PNorm = 228.1094, GNorm = 1.5505, lr_0 = 9.9872e-04
Validation prc-auc = 0.059691
Epoch 2293
Loss = 4.4973e-02, PNorm = 228.1467, GNorm = 1.7586, lr_0 = 9.9872e-04
Validation prc-auc = 0.059631
Epoch 2294
Loss = 1.8952e-02, PNorm = 228.2342, GNorm = 0.1940, lr_0 = 9.9872e-04
Validation prc-auc = 0.078860
Epoch 2295
Loss = 1.8226e-02, PNorm = 228.3198, GNorm = 1.0698, lr_0 = 9.9872e-04
Validation prc-auc = 0.080850
Epoch 2296
Loss = 7.0877e-02, PNorm = 228.3896, GNorm = 0.0158, lr_0 = 9.9872e-04
Validation prc-auc = 0.074644
Epoch 2297
Loss = 1.1712e-02, PNorm = 228.4663, GNorm = 0.0552, lr_0 = 9.9872e-04
Validation prc-auc = 0.067584
Epoch 2298
Loss = 3.7588e-03, PNorm = 228.5153, GNorm = 0.1248, lr_0 = 9.9872e-04
Validation prc-auc = 0.056891
Epoch 2299
Loss = 1.6292e-01, PNorm = 228.5750, GNorm = 1.6462, lr_0 = 9.9872e-04
Loss = 4.5466e-02, PNorm = 228.6745, GNorm = 1.0559, lr_0 = 9.9872e-04
Validation prc-auc = 0.056634
Epoch 2300
Loss = 8.4337e-02, PNorm = 228.7356, GNorm = 0.3893, lr_0 = 9.9872e-04
Validation prc-auc = 0.044702
Epoch 2301
Loss = 3.3066e-02, PNorm = 228.8009, GNorm = 1.4974, lr_0 = 9.9872e-04
Validation prc-auc = 0.056872
Epoch 2302
Loss = 2.6688e-02, PNorm = 228.8699, GNorm = 2.0177, lr_0 = 9.9872e-04
Validation prc-auc = 0.060402
Epoch 2303
Loss = 2.9708e-02, PNorm = 228.9192, GNorm = 1.1425, lr_0 = 9.9872e-04
Validation prc-auc = 0.058988
Epoch 2304
Loss = 2.5923e-02, PNorm = 228.9887, GNorm = 0.2578, lr_0 = 9.9872e-04
Validation prc-auc = 0.061083
Epoch 2305
Loss = 2.8366e-02, PNorm = 229.0340, GNorm = 1.4002, lr_0 = 9.9872e-04
Validation prc-auc = 0.066271
Epoch 2306
Loss = 4.6061e-03, PNorm = 229.0822, GNorm = 0.3401, lr_0 = 9.9871e-04
Validation prc-auc = 0.062406
Epoch 2307
Loss = 1.7544e-02, PNorm = 229.1141, GNorm = 1.4048, lr_0 = 9.9871e-04
Validation prc-auc = 0.062562
Epoch 2308
Loss = 9.1718e-03, PNorm = 229.1433, GNorm = 0.3988, lr_0 = 9.9871e-04
Validation prc-auc = 0.047601
Epoch 2309
Loss = 5.3434e-02, PNorm = 229.1704, GNorm = 1.5837, lr_0 = 9.9871e-04
Loss = 2.9708e-02, PNorm = 229.2269, GNorm = 0.6955, lr_0 = 9.9871e-04
Validation prc-auc = 0.050014
Epoch 2310
Loss = 2.2918e-02, PNorm = 229.2846, GNorm = 0.1112, lr_0 = 9.9871e-04
Validation prc-auc = 0.049457
Epoch 2311
Loss = 4.5721e-02, PNorm = 229.3316, GNorm = 1.4242, lr_0 = 9.9871e-04
Validation prc-auc = 0.047997
Epoch 2312
Loss = 1.6105e-02, PNorm = 229.4014, GNorm = 0.1294, lr_0 = 9.9871e-04
Validation prc-auc = 0.044568
Epoch 2313
Loss = 8.7940e-02, PNorm = 229.4563, GNorm = 1.3606, lr_0 = 9.9871e-04
Validation prc-auc = 0.042910
Epoch 2314
Loss = 3.8093e-02, PNorm = 229.5212, GNorm = 0.9972, lr_0 = 9.9871e-04
Validation prc-auc = 0.038974
Epoch 2315
Loss = 3.7859e-02, PNorm = 229.6137, GNorm = 0.5980, lr_0 = 9.9871e-04
Validation prc-auc = 0.034906
Epoch 2316
Loss = 4.3336e-02, PNorm = 229.6914, GNorm = 0.1996, lr_0 = 9.9871e-04
Validation prc-auc = 0.038687
Epoch 2317
Loss = 1.1376e-02, PNorm = 229.7598, GNorm = 0.1108, lr_0 = 9.9871e-04
Validation prc-auc = 0.039377
Epoch 2318
Loss = 1.3053e-02, PNorm = 229.8210, GNorm = 0.6310, lr_0 = 9.9871e-04
Validation prc-auc = 0.037240
Epoch 2319
Loss = 1.4548e-02, PNorm = 229.8569, GNorm = 0.7523, lr_0 = 9.9871e-04
Loss = 2.7558e-02, PNorm = 229.8773, GNorm = 0.5572, lr_0 = 9.9870e-04
Validation prc-auc = 0.034919
Epoch 2320
Loss = 3.8225e-02, PNorm = 229.9236, GNorm = 0.1504, lr_0 = 9.9870e-04
Validation prc-auc = 0.045654
Epoch 2321
Loss = 3.7681e-02, PNorm = 229.9786, GNorm = 0.1113, lr_0 = 9.9870e-04
Validation prc-auc = 0.045480
Epoch 2322
Loss = 2.1795e-02, PNorm = 230.0251, GNorm = 1.8011, lr_0 = 9.9870e-04
Validation prc-auc = 0.043519
Epoch 2323
Loss = 1.5014e-02, PNorm = 230.0686, GNorm = 0.1252, lr_0 = 9.9870e-04
Validation prc-auc = 0.055815
Epoch 2324
Loss = 1.2510e-02, PNorm = 230.1285, GNorm = 0.0214, lr_0 = 9.9870e-04
Validation prc-auc = 0.049163
Epoch 2325
Loss = 6.1757e-02, PNorm = 230.1701, GNorm = 0.9900, lr_0 = 9.9870e-04
Validation prc-auc = 0.037080
Epoch 2326
Loss = 3.7802e-02, PNorm = 230.2186, GNorm = 2.3094, lr_0 = 9.9870e-04
Validation prc-auc = 0.042433
Epoch 2327
Loss = 2.3063e-02, PNorm = 230.2847, GNorm = 1.0535, lr_0 = 9.9870e-04
Validation prc-auc = 0.052663
Epoch 2328
Loss = 1.1265e-01, PNorm = 230.3443, GNorm = 2.3441, lr_0 = 9.9870e-04
Validation prc-auc = 0.053540
Epoch 2329
Loss = 5.3943e-02, PNorm = 230.4071, GNorm = 1.2886, lr_0 = 9.9870e-04
Loss = 3.3290e-02, PNorm = 230.4540, GNorm = 0.6590, lr_0 = 9.9870e-04
Validation prc-auc = 0.053986
Epoch 2330
Loss = 2.1286e-02, PNorm = 230.5033, GNorm = 2.0921, lr_0 = 9.9870e-04
Validation prc-auc = 0.067439
Epoch 2331
Loss = 5.3417e-02, PNorm = 230.5563, GNorm = 0.3394, lr_0 = 9.9870e-04
Validation prc-auc = 0.060439
Epoch 2332
Loss = 1.9990e-02, PNorm = 230.6066, GNorm = 0.8076, lr_0 = 9.9869e-04
Validation prc-auc = 0.069011
Epoch 2333
Loss = 4.6730e-02, PNorm = 230.6546, GNorm = 1.8638, lr_0 = 9.9869e-04
Validation prc-auc = 0.071480
Epoch 2334
Loss = 3.3892e-02, PNorm = 230.7097, GNorm = 0.4154, lr_0 = 9.9869e-04
Validation prc-auc = 0.049587
Epoch 2335
Loss = 9.0357e-03, PNorm = 230.7663, GNorm = 0.0553, lr_0 = 9.9869e-04
Validation prc-auc = 0.044810
Epoch 2336
Loss = 4.5747e-03, PNorm = 230.8028, GNorm = 0.4276, lr_0 = 9.9869e-04
Validation prc-auc = 0.039605
Epoch 2337
Loss = 3.9721e-02, PNorm = 230.8218, GNorm = 2.9102, lr_0 = 9.9869e-04
Validation prc-auc = 0.043217
Epoch 2338
Loss = 4.9755e-03, PNorm = 230.8672, GNorm = 0.2395, lr_0 = 9.9869e-04
Validation prc-auc = 0.041948
Epoch 2339
Loss = 7.6331e-03, PNorm = 230.9052, GNorm = 0.3948, lr_0 = 9.9869e-04
Loss = 2.1111e-02, PNorm = 230.9355, GNorm = 1.4395, lr_0 = 9.9869e-04
Validation prc-auc = 0.041907
Epoch 2340
Loss = 1.6826e-02, PNorm = 230.9599, GNorm = 1.8201, lr_0 = 9.9869e-04
Validation prc-auc = 0.046552
Epoch 2341
Loss = 2.3385e-02, PNorm = 231.0080, GNorm = 0.4627, lr_0 = 9.9869e-04
Validation prc-auc = 0.047425
Epoch 2342
Loss = 2.5883e-02, PNorm = 231.0564, GNorm = 0.5341, lr_0 = 9.9869e-04
Validation prc-auc = 0.049747
Epoch 2343
Loss = 3.3368e-02, PNorm = 231.0886, GNorm = 1.1640, lr_0 = 9.9869e-04
Validation prc-auc = 0.063767
Epoch 2344
Loss = 3.6078e-02, PNorm = 231.1459, GNorm = 0.5854, lr_0 = 9.9869e-04
Validation prc-auc = 0.064279
Epoch 2345
Loss = 5.4857e-03, PNorm = 231.2169, GNorm = 1.0415, lr_0 = 9.9869e-04
Validation prc-auc = 0.060572
Epoch 2346
Loss = 2.2194e-02, PNorm = 231.2606, GNorm = 1.2176, lr_0 = 9.9868e-04
Validation prc-auc = 0.064876
Epoch 2347
Loss = 1.7685e-02, PNorm = 231.3327, GNorm = 0.1415, lr_0 = 9.9868e-04
Validation prc-auc = 0.052468
Epoch 2348
Loss = 8.9140e-03, PNorm = 231.3975, GNorm = 0.0887, lr_0 = 9.9868e-04
Validation prc-auc = 0.047148
Epoch 2349
Loss = 3.7547e-03, PNorm = 231.4638, GNorm = 0.1555, lr_0 = 9.9868e-04
Loss = 3.4734e-02, PNorm = 231.5183, GNorm = 0.7706, lr_0 = 9.9868e-04
Validation prc-auc = 0.051374
Epoch 2350
Loss = 2.9445e-02, PNorm = 231.5720, GNorm = 0.2782, lr_0 = 9.9868e-04
Validation prc-auc = 0.051033
Epoch 2351
Loss = 3.0156e-02, PNorm = 231.6296, GNorm = 1.1711, lr_0 = 9.9868e-04
Validation prc-auc = 0.059693
Epoch 2352
Loss = 7.2868e-03, PNorm = 231.6714, GNorm = 0.8064, lr_0 = 9.9868e-04
Validation prc-auc = 0.077260
Epoch 2353
Loss = 2.1377e-02, PNorm = 231.6992, GNorm = 0.1043, lr_0 = 9.9868e-04
Validation prc-auc = 0.083620
Epoch 2354
Loss = 6.1251e-02, PNorm = 231.7462, GNorm = 1.3368, lr_0 = 9.9868e-04
Validation prc-auc = 0.075310
Epoch 2355
Loss = 2.3549e-02, PNorm = 231.8225, GNorm = 1.7553, lr_0 = 9.9868e-04
Validation prc-auc = 0.076701
Epoch 2356
Loss = 3.8274e-02, PNorm = 231.8623, GNorm = 0.8590, lr_0 = 9.9868e-04
Validation prc-auc = 0.079275
Epoch 2357
Loss = 2.5493e-02, PNorm = 231.9054, GNorm = 1.0020, lr_0 = 9.9868e-04
Validation prc-auc = 0.084100
Epoch 2358
Loss = 5.3666e-02, PNorm = 231.9560, GNorm = 1.8581, lr_0 = 9.9868e-04
Validation prc-auc = 0.068092
Epoch 2359
Loss = 2.2155e-02, PNorm = 231.9928, GNorm = 0.8246, lr_0 = 9.9867e-04
Loss = 1.9228e-02, PNorm = 232.0606, GNorm = 0.4179, lr_0 = 9.9867e-04
Validation prc-auc = 0.036785
Epoch 2360
Loss = 1.6954e-02, PNorm = 232.1066, GNorm = 0.0578, lr_0 = 9.9867e-04
Validation prc-auc = 0.035140
Epoch 2361
Loss = 3.9034e-02, PNorm = 232.1432, GNorm = 1.5815, lr_0 = 9.9867e-04
Validation prc-auc = 0.028320
Epoch 2362
Loss = 9.4671e-03, PNorm = 232.2025, GNorm = 0.0360, lr_0 = 9.9867e-04
Validation prc-auc = 0.039854
Epoch 2363
Loss = 4.2364e-02, PNorm = 232.2351, GNorm = 0.8156, lr_0 = 9.9867e-04
Validation prc-auc = 0.039866
Epoch 2364
Loss = 2.2265e-02, PNorm = 232.2564, GNorm = 1.1353, lr_0 = 9.9867e-04
Validation prc-auc = 0.034536
Epoch 2365
Loss = 3.4283e-02, PNorm = 232.2969, GNorm = 0.8935, lr_0 = 9.9867e-04
Validation prc-auc = 0.034832
Epoch 2366
Loss = 2.2731e-02, PNorm = 232.3493, GNorm = 0.1120, lr_0 = 9.9867e-04
Validation prc-auc = 0.041009
Epoch 2367
Loss = 3.7515e-02, PNorm = 232.3891, GNorm = 0.8831, lr_0 = 9.9867e-04
Validation prc-auc = 0.029404
Epoch 2368
Loss = 2.1530e-02, PNorm = 232.4290, GNorm = 0.9426, lr_0 = 9.9867e-04
Validation prc-auc = 0.042792
Epoch 2369
Loss = 1.1231e-03, PNorm = 232.4916, GNorm = 0.0409, lr_0 = 9.9867e-04
Loss = 1.0092e-02, PNorm = 232.5297, GNorm = 0.2201, lr_0 = 9.9867e-04
Validation prc-auc = 0.039302
Epoch 2370
Loss = 1.7799e-02, PNorm = 232.5665, GNorm = 0.0652, lr_0 = 9.9867e-04
Validation prc-auc = 0.036697
Epoch 2371
Loss = 2.4376e-02, PNorm = 232.6109, GNorm = 0.3385, lr_0 = 9.9867e-04
Validation prc-auc = 0.042679
Epoch 2372
Loss = 2.2509e-02, PNorm = 232.6733, GNorm = 0.4548, lr_0 = 9.9866e-04
Validation prc-auc = 0.041956
Epoch 2373
Loss = 2.8626e-02, PNorm = 232.7353, GNorm = 0.1408, lr_0 = 9.9866e-04
Validation prc-auc = 0.032144
Epoch 2374
Loss = 5.6448e-02, PNorm = 232.7833, GNorm = 1.8508, lr_0 = 9.9866e-04
Validation prc-auc = 0.030491
Epoch 2375
Loss = 4.1902e-02, PNorm = 232.8515, GNorm = 0.8528, lr_0 = 9.9866e-04
Validation prc-auc = 0.031710
Epoch 2376
Loss = 6.6749e-02, PNorm = 232.9191, GNorm = 0.0645, lr_0 = 9.9866e-04
Validation prc-auc = 0.030278
Epoch 2377
Loss = 8.7729e-03, PNorm = 232.9867, GNorm = 0.7935, lr_0 = 9.9866e-04
Validation prc-auc = 0.035897
Epoch 2378
Loss = 1.5940e-02, PNorm = 233.0577, GNorm = 0.3651, lr_0 = 9.9866e-04
Validation prc-auc = 0.027055
Epoch 2379
Loss = 4.2314e-02, PNorm = 233.0998, GNorm = 1.0282, lr_0 = 9.9866e-04
Loss = 3.2478e-02, PNorm = 233.1761, GNorm = 0.0921, lr_0 = 9.9866e-04
Validation prc-auc = 0.030305
Epoch 2380
Loss = 3.7726e-02, PNorm = 233.2522, GNorm = 0.3031, lr_0 = 9.9866e-04
Validation prc-auc = 0.034440
Epoch 2381
Loss = 2.3983e-02, PNorm = 233.3107, GNorm = 2.3118, lr_0 = 9.9866e-04
Validation prc-auc = 0.036247
Epoch 2382
Loss = 2.1186e-02, PNorm = 233.3667, GNorm = 0.0491, lr_0 = 9.9866e-04
Validation prc-auc = 0.035868
Epoch 2383
Loss = 3.1276e-02, PNorm = 233.4061, GNorm = 0.4845, lr_0 = 9.9866e-04
Validation prc-auc = 0.050254
Epoch 2384
Loss = 2.3718e-02, PNorm = 233.4709, GNorm = 2.2756, lr_0 = 9.9866e-04
Validation prc-auc = 0.055913
Epoch 2385
Loss = 4.8441e-02, PNorm = 233.5227, GNorm = 0.1722, lr_0 = 9.9865e-04
Validation prc-auc = 0.044791
Epoch 2386
Loss = 7.1196e-02, PNorm = 233.5737, GNorm = 0.2776, lr_0 = 9.9865e-04
Validation prc-auc = 0.048873
Epoch 2387
Loss = 2.5178e-02, PNorm = 233.6321, GNorm = 2.0708, lr_0 = 9.9865e-04
Validation prc-auc = 0.057033
Epoch 2388
Loss = 1.6992e-02, PNorm = 233.6992, GNorm = 0.2405, lr_0 = 9.9865e-04
Validation prc-auc = 0.046873
Epoch 2389
Loss = 8.8406e-03, PNorm = 233.7739, GNorm = 0.3745, lr_0 = 9.9865e-04
Loss = 4.6830e-02, PNorm = 233.8299, GNorm = 0.9637, lr_0 = 9.9865e-04
Validation prc-auc = 0.060835
Epoch 2390
Loss = 2.3232e-02, PNorm = 233.8773, GNorm = 0.7825, lr_0 = 9.9865e-04
Validation prc-auc = 0.052069
Epoch 2391
Loss = 3.0110e-02, PNorm = 233.9311, GNorm = 1.0767, lr_0 = 9.9865e-04
Validation prc-auc = 0.058587
Epoch 2392
Loss = 1.8267e-02, PNorm = 233.9804, GNorm = 0.3265, lr_0 = 9.9865e-04
Validation prc-auc = 0.049980
Epoch 2393
Loss = 1.4016e-02, PNorm = 234.0336, GNorm = 0.6394, lr_0 = 9.9865e-04
Validation prc-auc = 0.043083
Epoch 2394
Loss = 3.0444e-02, PNorm = 234.0789, GNorm = 0.1445, lr_0 = 9.9865e-04
Validation prc-auc = 0.031818
Epoch 2395
Loss = 2.6607e-02, PNorm = 234.1340, GNorm = 0.2176, lr_0 = 9.9865e-04
Validation prc-auc = 0.025548
Epoch 2396
Loss = 8.5305e-02, PNorm = 234.1760, GNorm = 4.6028, lr_0 = 9.9865e-04
Validation prc-auc = 0.054258
Epoch 2397
Loss = 3.2416e-03, PNorm = 234.2483, GNorm = 0.1426, lr_0 = 9.9865e-04
Validation prc-auc = 0.051549
Epoch 2398
Loss = 3.8039e-02, PNorm = 234.2923, GNorm = 1.2690, lr_0 = 9.9865e-04
Validation prc-auc = 0.048844
Epoch 2399
Loss = 4.6750e-02, PNorm = 234.3292, GNorm = 1.6714, lr_0 = 9.9864e-04
Loss = 2.6916e-02, PNorm = 234.3836, GNorm = 1.4269, lr_0 = 9.9864e-04
Validation prc-auc = 0.054681
Epoch 2400
Loss = 6.2351e-02, PNorm = 234.4401, GNorm = 1.4065, lr_0 = 9.9864e-04
Validation prc-auc = 0.051701
Epoch 2401
Loss = 3.2692e-02, PNorm = 234.5218, GNorm = 1.1056, lr_0 = 9.9864e-04
Validation prc-auc = 0.057405
Epoch 2402
Loss = 5.4998e-02, PNorm = 234.5730, GNorm = 1.1260, lr_0 = 9.9864e-04
Validation prc-auc = 0.052696
Epoch 2403
Loss = 5.0884e-02, PNorm = 234.6556, GNorm = 1.5904, lr_0 = 9.9864e-04
Validation prc-auc = 0.052092
Epoch 2404
Loss = 2.7061e-02, PNorm = 234.7194, GNorm = 1.9461, lr_0 = 9.9864e-04
Validation prc-auc = 0.057468
Epoch 2405
Loss = 5.1005e-02, PNorm = 234.7545, GNorm = 0.9138, lr_0 = 9.9864e-04
Validation prc-auc = 0.062146
Epoch 2406
Loss = 3.8197e-02, PNorm = 234.8085, GNorm = 0.6048, lr_0 = 9.9864e-04
Validation prc-auc = 0.056371
Epoch 2407
Loss = 4.1206e-02, PNorm = 234.8681, GNorm = 2.1622, lr_0 = 9.9864e-04
Validation prc-auc = 0.061947
Epoch 2408
Loss = 3.3219e-03, PNorm = 234.9111, GNorm = 0.0304, lr_0 = 9.9864e-04
Validation prc-auc = 0.059247
Epoch 2409
Loss = 1.8177e-02, PNorm = 234.9381, GNorm = 0.9194, lr_0 = 9.9864e-04
Loss = 1.2020e-02, PNorm = 234.9658, GNorm = 1.0007, lr_0 = 9.9864e-04
Validation prc-auc = 0.062013
Epoch 2410
Loss = 4.9521e-02, PNorm = 234.9886, GNorm = 0.0717, lr_0 = 9.9864e-04
Validation prc-auc = 0.056610
Epoch 2411
Loss = 4.9121e-02, PNorm = 235.0397, GNorm = 0.4360, lr_0 = 9.9863e-04
Validation prc-auc = 0.049648
Epoch 2412
Loss = 2.6546e-02, PNorm = 235.0903, GNorm = 0.0531, lr_0 = 9.9863e-04
Validation prc-auc = 0.035554
Epoch 2413
Loss = 6.8097e-02, PNorm = 235.1340, GNorm = 0.5160, lr_0 = 9.9863e-04
Validation prc-auc = 0.030328
Epoch 2414
Loss = 2.7502e-02, PNorm = 235.1990, GNorm = 0.5527, lr_0 = 9.9863e-04
Validation prc-auc = 0.027725
Epoch 2415
Loss = 6.5774e-03, PNorm = 235.2646, GNorm = 1.3089, lr_0 = 9.9863e-04
Validation prc-auc = 0.037155
Epoch 2416
Loss = 1.5059e-02, PNorm = 235.3064, GNorm = 0.4027, lr_0 = 9.9863e-04
Validation prc-auc = 0.038288
Epoch 2417
Loss = 5.8749e-03, PNorm = 235.3442, GNorm = 0.3999, lr_0 = 9.9863e-04
Validation prc-auc = 0.039933
Epoch 2418
Loss = 3.8678e-02, PNorm = 235.3761, GNorm = 0.9896, lr_0 = 9.9863e-04
Validation prc-auc = 0.040931
Epoch 2419
Loss = 1.4486e-03, PNorm = 235.4248, GNorm = 0.0513, lr_0 = 9.9863e-04
Loss = 5.5591e-02, PNorm = 235.5035, GNorm = 0.6772, lr_0 = 9.9863e-04
Validation prc-auc = 0.063348
Epoch 2420
Loss = 2.7579e-02, PNorm = 235.5693, GNorm = 0.8908, lr_0 = 9.9863e-04
Validation prc-auc = 0.046835
Epoch 2421
Loss = 5.0955e-02, PNorm = 235.6437, GNorm = 0.2606, lr_0 = 9.9863e-04
Validation prc-auc = 0.061530
Epoch 2422
Loss = 4.0897e-02, PNorm = 235.7392, GNorm = 0.3925, lr_0 = 9.9863e-04
Validation prc-auc = 0.061075
Epoch 2423
Loss = 1.0397e-02, PNorm = 235.8040, GNorm = 0.0405, lr_0 = 9.9863e-04
Validation prc-auc = 0.056789
Epoch 2424
Loss = 3.6090e-02, PNorm = 235.8454, GNorm = 0.9952, lr_0 = 9.9863e-04
Validation prc-auc = 0.055062
Epoch 2425
Loss = 5.6397e-02, PNorm = 235.8856, GNorm = 1.0189, lr_0 = 9.9862e-04
Validation prc-auc = 0.046090
Epoch 2426
Loss = 4.9942e-03, PNorm = 235.9695, GNorm = 0.1578, lr_0 = 9.9862e-04
Validation prc-auc = 0.038598
Epoch 2427
Loss = 6.7706e-02, PNorm = 236.0344, GNorm = 1.2083, lr_0 = 9.9862e-04
Validation prc-auc = 0.038681
Epoch 2428
Loss = 1.3807e-02, PNorm = 236.0990, GNorm = 0.0818, lr_0 = 9.9862e-04
Validation prc-auc = 0.039227
Epoch 2429
Loss = 5.0479e-02, PNorm = 236.1661, GNorm = 1.0527, lr_0 = 9.9862e-04
Loss = 5.3393e-02, PNorm = 236.2332, GNorm = 2.3530, lr_0 = 9.9862e-04
Validation prc-auc = 0.046544
Epoch 2430
Loss = 4.5804e-02, PNorm = 236.3192, GNorm = 0.3091, lr_0 = 9.9862e-04
Validation prc-auc = 0.050334
Epoch 2431
Loss = 4.1588e-02, PNorm = 236.3738, GNorm = 1.3973, lr_0 = 9.9862e-04
Validation prc-auc = 0.055985
Epoch 2432
Loss = 9.6109e-02, PNorm = 236.4295, GNorm = 0.5626, lr_0 = 9.9862e-04
Validation prc-auc = 0.047916
Epoch 2433
Loss = 3.2248e-02, PNorm = 236.4982, GNorm = 1.2504, lr_0 = 9.9862e-04
Validation prc-auc = 0.054309
Epoch 2434
Loss = 3.2254e-02, PNorm = 236.5474, GNorm = 0.1443, lr_0 = 9.9862e-04
Validation prc-auc = 0.058083
Epoch 2435
Loss = 4.0716e-02, PNorm = 236.5962, GNorm = 0.1195, lr_0 = 9.9862e-04
Validation prc-auc = 0.082489
Epoch 2436
Loss = 1.5719e-02, PNorm = 236.6441, GNorm = 1.2237, lr_0 = 9.9862e-04
Validation prc-auc = 0.084869
Epoch 2437
Loss = 5.1821e-03, PNorm = 236.6761, GNorm = 0.3261, lr_0 = 9.9862e-04
Validation prc-auc = 0.088124
Epoch 2438
Loss = 6.7098e-03, PNorm = 236.7153, GNorm = 0.2429, lr_0 = 9.9861e-04
Validation prc-auc = 0.088812
Epoch 2439
Loss = 2.0605e-02, PNorm = 236.7419, GNorm = 0.6942, lr_0 = 9.9861e-04
Loss = 2.2472e-02, PNorm = 236.7618, GNorm = 0.7483, lr_0 = 9.9861e-04
Validation prc-auc = 0.082028
Epoch 2440
Loss = 4.3620e-02, PNorm = 236.7950, GNorm = 0.0676, lr_0 = 9.9861e-04
Validation prc-auc = 0.075548
Epoch 2441
Loss = 1.9074e-02, PNorm = 236.8222, GNorm = 0.1152, lr_0 = 9.9861e-04
Validation prc-auc = 0.075448
Epoch 2442
Loss = 2.5728e-02, PNorm = 236.8566, GNorm = 1.4892, lr_0 = 9.9861e-04
Validation prc-auc = 0.078354
Epoch 2443
Loss = 6.3541e-03, PNorm = 236.8821, GNorm = 0.1364, lr_0 = 9.9861e-04
Validation prc-auc = 0.075134
Epoch 2444
Loss = 3.1303e-02, PNorm = 236.9091, GNorm = 0.2115, lr_0 = 9.9861e-04
Validation prc-auc = 0.068116
Epoch 2445
Loss = 7.6012e-03, PNorm = 236.9394, GNorm = 0.5123, lr_0 = 9.9861e-04
Validation prc-auc = 0.058417
Epoch 2446
Loss = 8.2049e-03, PNorm = 236.9703, GNorm = 0.1952, lr_0 = 9.9861e-04
Validation prc-auc = 0.059634
Epoch 2447
Loss = 8.1622e-03, PNorm = 237.0150, GNorm = 0.0264, lr_0 = 9.9861e-04
Validation prc-auc = 0.041158
Epoch 2448
Loss = 5.4358e-02, PNorm = 237.0486, GNorm = 1.6663, lr_0 = 9.9861e-04
Validation prc-auc = 0.041768
Epoch 2449
Loss = 2.7718e-03, PNorm = 237.1046, GNorm = 0.1363, lr_0 = 9.9861e-04
Loss = 8.2931e-03, PNorm = 237.1664, GNorm = 0.1486, lr_0 = 9.9861e-04
Validation prc-auc = 0.062077
Epoch 2450
Loss = 4.8759e-02, PNorm = 237.1994, GNorm = 0.1178, lr_0 = 9.9861e-04
Validation prc-auc = 0.050697
Epoch 2451
Loss = 3.0407e-02, PNorm = 237.2452, GNorm = 1.5457, lr_0 = 9.9860e-04
Validation prc-auc = 0.057824
Epoch 2452
Loss = 1.0112e-02, PNorm = 237.2866, GNorm = 0.1134, lr_0 = 9.9860e-04
Validation prc-auc = 0.061396
Epoch 2453
Loss = 2.1402e-02, PNorm = 237.3140, GNorm = 0.3324, lr_0 = 9.9860e-04
Validation prc-auc = 0.066700
Epoch 2454
Loss = 1.9989e-02, PNorm = 237.3465, GNorm = 0.2235, lr_0 = 9.9860e-04
Validation prc-auc = 0.069938
Epoch 2455
Loss = 2.1929e-02, PNorm = 237.3904, GNorm = 0.1201, lr_0 = 9.9860e-04
Validation prc-auc = 0.073814
Epoch 2456
Loss = 3.0790e-02, PNorm = 237.4228, GNorm = 3.2344, lr_0 = 9.9860e-04
Validation prc-auc = 0.066851
Epoch 2457
Loss = 1.7790e-02, PNorm = 237.4696, GNorm = 0.1471, lr_0 = 9.9860e-04
Validation prc-auc = 0.056588
Epoch 2458
Loss = 1.1982e-01, PNorm = 237.5233, GNorm = 1.9711, lr_0 = 9.9860e-04
Validation prc-auc = 0.054849
Epoch 2459
Loss = 8.2607e-03, PNorm = 237.6011, GNorm = 0.2804, lr_0 = 9.9860e-04
Loss = 3.1783e-02, PNorm = 237.6967, GNorm = 1.8206, lr_0 = 9.9860e-04
Validation prc-auc = 0.050915
Epoch 2460
Loss = 1.0442e-02, PNorm = 237.7543, GNorm = 0.9386, lr_0 = 9.9860e-04
Validation prc-auc = 0.059423
Epoch 2461
Loss = 4.5646e-02, PNorm = 237.8143, GNorm = 1.4330, lr_0 = 9.9860e-04
Validation prc-auc = 0.075351
Epoch 2462
Loss = 3.2634e-02, PNorm = 237.8973, GNorm = 0.0999, lr_0 = 9.9860e-04
Validation prc-auc = 0.057670
Epoch 2463
Loss = 2.1105e-02, PNorm = 237.9522, GNorm = 1.0338, lr_0 = 9.9860e-04
Validation prc-auc = 0.065636
Epoch 2464
Loss = 3.4718e-02, PNorm = 237.9902, GNorm = 2.0293, lr_0 = 9.9859e-04
Validation prc-auc = 0.065996
Epoch 2465
Loss = 1.1576e-02, PNorm = 238.0233, GNorm = 0.2535, lr_0 = 9.9859e-04
Validation prc-auc = 0.051239
Epoch 2466
Loss = 1.8517e-02, PNorm = 238.0795, GNorm = 0.5013, lr_0 = 9.9859e-04
Validation prc-auc = 0.050332
Epoch 2467
Loss = 2.7324e-02, PNorm = 238.1413, GNorm = 1.4333, lr_0 = 9.9859e-04
Validation prc-auc = 0.049417
Epoch 2468
Loss = 4.6994e-02, PNorm = 238.1981, GNorm = 0.2506, lr_0 = 9.9859e-04
Validation prc-auc = 0.048949
Epoch 2469
Loss = 2.6997e-02, PNorm = 238.2632, GNorm = 0.8628, lr_0 = 9.9859e-04
Loss = 3.6248e-02, PNorm = 238.3296, GNorm = 1.5741, lr_0 = 9.9859e-04
Validation prc-auc = 0.049661
Epoch 2470
Loss = 2.0771e-02, PNorm = 238.3835, GNorm = 0.3571, lr_0 = 9.9859e-04
Validation prc-auc = 0.053768
Epoch 2471
Loss = 2.0992e-02, PNorm = 238.4404, GNorm = 0.1672, lr_0 = 9.9859e-04
Validation prc-auc = 0.055774
Epoch 2472
Loss = 2.1919e-02, PNorm = 238.4878, GNorm = 0.2299, lr_0 = 9.9859e-04
Validation prc-auc = 0.055879
Epoch 2473
Loss = 1.0474e-02, PNorm = 238.5213, GNorm = 0.1348, lr_0 = 9.9859e-04
Validation prc-auc = 0.049901
Epoch 2474
Loss = 1.8934e-02, PNorm = 238.5630, GNorm = 0.0322, lr_0 = 9.9859e-04
Validation prc-auc = 0.050460
Epoch 2475
Loss = 3.0613e-02, PNorm = 238.5993, GNorm = 1.4632, lr_0 = 9.9859e-04
Validation prc-auc = 0.047357
Epoch 2476
Loss = 7.4590e-03, PNorm = 238.6409, GNorm = 0.2729, lr_0 = 9.9859e-04
Validation prc-auc = 0.047061
Epoch 2477
Loss = 3.8246e-02, PNorm = 238.6974, GNorm = 0.2238, lr_0 = 9.9859e-04
Validation prc-auc = 0.042347
Epoch 2478
Loss = 7.1359e-02, PNorm = 238.7545, GNorm = 2.7181, lr_0 = 9.9858e-04
Validation prc-auc = 0.049341
Epoch 2479
Loss = 3.4349e-02, PNorm = 238.8152, GNorm = 1.5386, lr_0 = 9.9858e-04
Loss = 4.5911e-02, PNorm = 238.8767, GNorm = 1.8395, lr_0 = 9.9858e-04
Validation prc-auc = 0.049358
Epoch 2480
Loss = 1.6329e-02, PNorm = 238.9496, GNorm = 0.0726, lr_0 = 9.9858e-04
Validation prc-auc = 0.054857
Epoch 2481
Loss = 3.6177e-02, PNorm = 238.9980, GNorm = 0.4156, lr_0 = 9.9858e-04
Validation prc-auc = 0.042803
Epoch 2482
Loss = 3.2671e-02, PNorm = 239.0682, GNorm = 0.0867, lr_0 = 9.9858e-04
Validation prc-auc = 0.063604
Epoch 2483
Loss = 9.8489e-02, PNorm = 239.1190, GNorm = 1.2756, lr_0 = 9.9858e-04
Validation prc-auc = 0.065169
Epoch 2484
Loss = 7.4213e-02, PNorm = 239.1985, GNorm = 0.2027, lr_0 = 9.9858e-04
Validation prc-auc = 0.069024
Epoch 2485
Loss = 1.2786e-01, PNorm = 239.2870, GNorm = 1.5323, lr_0 = 9.9858e-04
Validation prc-auc = 0.088070
Epoch 2486
Loss = 5.1501e-03, PNorm = 239.3770, GNorm = 0.4995, lr_0 = 9.9858e-04
Validation prc-auc = 0.082309
Epoch 2487
Loss = 1.2375e-02, PNorm = 239.4357, GNorm = 1.0823, lr_0 = 9.9858e-04
Validation prc-auc = 0.087572
Epoch 2488
Loss = 1.1351e-02, PNorm = 239.4803, GNorm = 0.5188, lr_0 = 9.9858e-04
Validation prc-auc = 0.096663
Epoch 2489
Loss = 7.6066e-03, PNorm = 239.5230, GNorm = 0.1929, lr_0 = 9.9858e-04
Loss = 4.1181e-02, PNorm = 239.5699, GNorm = 1.5137, lr_0 = 9.9858e-04
Validation prc-auc = 0.083947
Epoch 2490
Loss = 3.9230e-02, PNorm = 239.6168, GNorm = 0.2409, lr_0 = 9.9858e-04
Validation prc-auc = 0.074305
Epoch 2491
Loss = 3.5379e-02, PNorm = 239.6603, GNorm = 1.2675, lr_0 = 9.9857e-04
Validation prc-auc = 0.073826
Epoch 2492
Loss = 2.4734e-02, PNorm = 239.7116, GNorm = 0.7125, lr_0 = 9.9857e-04
Validation prc-auc = 0.078278
Epoch 2493
Loss = 1.8090e-02, PNorm = 239.7602, GNorm = 0.0235, lr_0 = 9.9857e-04
Validation prc-auc = 0.080423
Epoch 2494
Loss = 4.0448e-02, PNorm = 239.7956, GNorm = 1.2688, lr_0 = 9.9857e-04
Validation prc-auc = 0.087860
Epoch 2495
Loss = 2.6663e-02, PNorm = 239.8293, GNorm = 3.1011, lr_0 = 9.9857e-04
Validation prc-auc = 0.078896
Epoch 2496
Loss = 1.5106e-02, PNorm = 239.8735, GNorm = 0.1634, lr_0 = 9.9857e-04
Validation prc-auc = 0.076820
Epoch 2497
Loss = 1.0429e-02, PNorm = 239.9118, GNorm = 0.3428, lr_0 = 9.9857e-04
Validation prc-auc = 0.078492
Epoch 2498
Loss = 1.1914e-02, PNorm = 239.9651, GNorm = 0.6690, lr_0 = 9.9857e-04
Validation prc-auc = 0.063141
Epoch 2499
Loss = 6.1708e-03, PNorm = 240.0108, GNorm = 0.2562, lr_0 = 9.9857e-04
Loss = 4.2026e-02, PNorm = 240.0454, GNorm = 1.1646, lr_0 = 9.9857e-04
Validation prc-auc = 0.072494
Epoch 2500
Loss = 2.7927e-02, PNorm = 240.0854, GNorm = 0.1213, lr_0 = 9.9857e-04
Validation prc-auc = 0.070599
Epoch 2501
Loss = 5.0869e-02, PNorm = 240.1389, GNorm = 0.7660, lr_0 = 9.9857e-04
Validation prc-auc = 0.067560
Epoch 2502
Loss = 4.5884e-02, PNorm = 240.1971, GNorm = 1.5213, lr_0 = 9.9857e-04
Validation prc-auc = 0.079420
Epoch 2503
Loss = 3.9733e-02, PNorm = 240.2528, GNorm = 0.6427, lr_0 = 9.9857e-04
Validation prc-auc = 0.080445
Epoch 2504
Loss = 1.1073e-02, PNorm = 240.2943, GNorm = 1.0289, lr_0 = 9.9856e-04
Validation prc-auc = 0.080251
Epoch 2505
Loss = 1.7422e-02, PNorm = 240.3242, GNorm = 0.1831, lr_0 = 9.9856e-04
Validation prc-auc = 0.086315
Epoch 2506
Loss = 9.5975e-03, PNorm = 240.3504, GNorm = 0.8183, lr_0 = 9.9856e-04
Validation prc-auc = 0.083949
Epoch 2507
Loss = 6.5090e-03, PNorm = 240.3817, GNorm = 0.3437, lr_0 = 9.9856e-04
Validation prc-auc = 0.079427
Epoch 2508
Loss = 2.2491e-02, PNorm = 240.4093, GNorm = 2.1478, lr_0 = 9.9856e-04
Validation prc-auc = 0.068589
Epoch 2509
Loss = 4.6313e-03, PNorm = 240.4631, GNorm = 0.1232, lr_0 = 9.9856e-04
Loss = 3.8764e-02, PNorm = 240.5125, GNorm = 1.8130, lr_0 = 9.9856e-04
Validation prc-auc = 0.061290
Epoch 2510
Loss = 2.9553e-02, PNorm = 240.5652, GNorm = 0.0953, lr_0 = 9.9856e-04
Validation prc-auc = 0.058118
Epoch 2511
Loss = 2.2531e-02, PNorm = 240.6303, GNorm = 0.8584, lr_0 = 9.9856e-04
Validation prc-auc = 0.082854
Epoch 2512
Loss = 1.6524e-02, PNorm = 240.6918, GNorm = 0.8737, lr_0 = 9.9856e-04
Validation prc-auc = 0.076905
Epoch 2513
Loss = 5.3984e-02, PNorm = 240.7515, GNorm = 1.7317, lr_0 = 9.9856e-04
Validation prc-auc = 0.086081
Epoch 2514
Loss = 4.7144e-02, PNorm = 240.8128, GNorm = 0.8216, lr_0 = 9.9856e-04
Validation prc-auc = 0.071555
Epoch 2515
Loss = 5.9732e-02, PNorm = 240.8884, GNorm = 1.0778, lr_0 = 9.9856e-04
Validation prc-auc = 0.065690
Epoch 2516
Loss = 1.5304e-02, PNorm = 240.9539, GNorm = 0.1563, lr_0 = 9.9856e-04
Validation prc-auc = 0.068613
Epoch 2517
Loss = 9.4064e-03, PNorm = 241.0033, GNorm = 0.2663, lr_0 = 9.9856e-04
Validation prc-auc = 0.082918
Epoch 2518
Loss = 3.9381e-02, PNorm = 241.0525, GNorm = 2.5965, lr_0 = 9.9855e-04
Validation prc-auc = 0.062788
Epoch 2519
Loss = 8.3434e-03, PNorm = 241.1533, GNorm = 0.4073, lr_0 = 9.9855e-04
Loss = 3.4007e-02, PNorm = 241.2337, GNorm = 0.2958, lr_0 = 9.9855e-04
Validation prc-auc = 0.057105
Epoch 2520
Loss = 2.3812e-02, PNorm = 241.3062, GNorm = 2.4716, lr_0 = 9.9855e-04
Validation prc-auc = 0.059750
Epoch 2521
Loss = 3.2117e-02, PNorm = 241.3582, GNorm = 0.3318, lr_0 = 9.9855e-04
Validation prc-auc = 0.052896
Epoch 2522
Loss = 5.8977e-03, PNorm = 241.4059, GNorm = 0.1522, lr_0 = 9.9855e-04
Validation prc-auc = 0.067557
Epoch 2523
Loss = 1.0351e-01, PNorm = 241.4296, GNorm = 2.6828, lr_0 = 9.9855e-04
Validation prc-auc = 0.059205
Epoch 2524
Loss = 4.8332e-02, PNorm = 241.5307, GNorm = 1.6053, lr_0 = 9.9855e-04
Validation prc-auc = 0.061619
Epoch 2525
Loss = 8.3428e-03, PNorm = 241.6062, GNorm = 0.0777, lr_0 = 9.9855e-04
Validation prc-auc = 0.061842
Epoch 2526
Loss = 8.6476e-03, PNorm = 241.6480, GNorm = 0.8440, lr_0 = 9.9855e-04
Validation prc-auc = 0.063895
Epoch 2527
Loss = 9.4219e-03, PNorm = 241.6932, GNorm = 0.1803, lr_0 = 9.9855e-04
Validation prc-auc = 0.065843
Epoch 2528
Loss = 5.3899e-03, PNorm = 241.7266, GNorm = 0.6431, lr_0 = 9.9855e-04
Validation prc-auc = 0.060994
Epoch 2529
Loss = 1.6841e-02, PNorm = 241.7549, GNorm = 1.0619, lr_0 = 9.9855e-04
Loss = 4.2040e-02, PNorm = 241.7977, GNorm = 1.6376, lr_0 = 9.9855e-04
Validation prc-auc = 0.068240
Epoch 2530
Loss = 2.0351e-02, PNorm = 241.8810, GNorm = 0.0617, lr_0 = 9.9854e-04
Validation prc-auc = 0.061188
Epoch 2531
Loss = 1.5752e-02, PNorm = 241.9390, GNorm = 0.0258, lr_0 = 9.9854e-04
Validation prc-auc = 0.059573
Epoch 2532
Loss = 5.1762e-02, PNorm = 241.9868, GNorm = 0.0856, lr_0 = 9.9854e-04
Validation prc-auc = 0.054762
Epoch 2533
Loss = 1.8367e-02, PNorm = 242.0453, GNorm = 0.8666, lr_0 = 9.9854e-04
Validation prc-auc = 0.060014
Epoch 2534
Loss = 1.4871e-02, PNorm = 242.0888, GNorm = 0.5482, lr_0 = 9.9854e-04
Validation prc-auc = 0.064558
Epoch 2535
Loss = 3.6265e-02, PNorm = 242.1205, GNorm = 0.8486, lr_0 = 9.9854e-04
Validation prc-auc = 0.062170
Epoch 2536
Loss = 2.4269e-02, PNorm = 242.1654, GNorm = 0.3891, lr_0 = 9.9854e-04
Validation prc-auc = 0.070450
Epoch 2537
Loss = 4.4776e-03, PNorm = 242.2143, GNorm = 0.0985, lr_0 = 9.9854e-04
Validation prc-auc = 0.067687
Epoch 2538
Loss = 4.8495e-03, PNorm = 242.2434, GNorm = 0.3316, lr_0 = 9.9854e-04
Validation prc-auc = 0.067992
Epoch 2539
Loss = 1.1070e-02, PNorm = 242.2831, GNorm = 0.3979, lr_0 = 9.9854e-04
Loss = 2.5702e-02, PNorm = 242.3209, GNorm = 1.1665, lr_0 = 9.9854e-04
Validation prc-auc = 0.062204
Epoch 2540
Loss = 3.2601e-02, PNorm = 242.3620, GNorm = 0.3593, lr_0 = 9.9854e-04
Validation prc-auc = 0.058297
Epoch 2541
Loss = 7.1798e-02, PNorm = 242.4342, GNorm = 0.1688, lr_0 = 9.9854e-04
Validation prc-auc = 0.057167
Epoch 2542
Loss = 1.0621e-02, PNorm = 242.5047, GNorm = 0.6874, lr_0 = 9.9854e-04
Validation prc-auc = 0.062908
Epoch 2543
Loss = 8.1700e-03, PNorm = 242.5476, GNorm = 0.2319, lr_0 = 9.9854e-04
Validation prc-auc = 0.064304
Epoch 2544
Loss = 6.0563e-03, PNorm = 242.5781, GNorm = 0.2465, lr_0 = 9.9853e-04
Validation prc-auc = 0.062272
Epoch 2545
Loss = 2.5328e-02, PNorm = 242.6023, GNorm = 0.9576, lr_0 = 9.9853e-04
Validation prc-auc = 0.056175
Epoch 2546
Loss = 4.0944e-02, PNorm = 242.6302, GNorm = 0.9758, lr_0 = 9.9853e-04
Validation prc-auc = 0.054613
Epoch 2547
Loss = 6.8862e-03, PNorm = 242.6669, GNorm = 0.0219, lr_0 = 9.9853e-04
Validation prc-auc = 0.057125
Epoch 2548
Loss = 1.5211e-02, PNorm = 242.6927, GNorm = 0.1970, lr_0 = 9.9853e-04
Validation prc-auc = 0.064093
Epoch 2549
Loss = 1.0793e-02, PNorm = 242.7243, GNorm = 0.5251, lr_0 = 9.9853e-04
Loss = 6.0937e-02, PNorm = 242.7886, GNorm = 1.5443, lr_0 = 9.9853e-04
Validation prc-auc = 0.064206
Epoch 2550
Loss = 2.1181e-02, PNorm = 242.8617, GNorm = 0.1407, lr_0 = 9.9853e-04
Validation prc-auc = 0.067432
Epoch 2551
Loss = 4.6853e-02, PNorm = 242.9104, GNorm = 0.4163, lr_0 = 9.9853e-04
Validation prc-auc = 0.045476
Epoch 2552
Loss = 1.7274e-02, PNorm = 242.9521, GNorm = 0.4990, lr_0 = 9.9853e-04
Validation prc-auc = 0.038517
Epoch 2553
Loss = 4.1121e-02, PNorm = 242.9839, GNorm = 0.3758, lr_0 = 9.9853e-04
Validation prc-auc = 0.055024
Epoch 2554
Loss = 3.5575e-02, PNorm = 243.0282, GNorm = 0.4161, lr_0 = 9.9853e-04
Validation prc-auc = 0.065598
Epoch 2555
Loss = 9.6073e-03, PNorm = 243.0968, GNorm = 0.4361, lr_0 = 9.9853e-04
Validation prc-auc = 0.054473
Epoch 2556
Loss = 2.3678e-02, PNorm = 243.1501, GNorm = 0.1844, lr_0 = 9.9853e-04
Validation prc-auc = 0.069046
Epoch 2557
Loss = 2.9640e-02, PNorm = 243.1926, GNorm = 0.2906, lr_0 = 9.9852e-04
Validation prc-auc = 0.069866
Epoch 2558
Loss = 2.6276e-02, PNorm = 243.2572, GNorm = 2.1699, lr_0 = 9.9852e-04
Validation prc-auc = 0.063812
Epoch 2559
Loss = 9.0830e-03, PNorm = 243.3014, GNorm = 0.3295, lr_0 = 9.9852e-04
Loss = 1.9515e-02, PNorm = 243.3473, GNorm = 0.5014, lr_0 = 9.9852e-04
Validation prc-auc = 0.062841
Epoch 2560
Loss = 3.1399e-02, PNorm = 243.3904, GNorm = 0.1159, lr_0 = 9.9852e-04
Validation prc-auc = 0.063938
Epoch 2561
Loss = 4.7761e-02, PNorm = 243.4338, GNorm = 0.1063, lr_0 = 9.9852e-04
Validation prc-auc = 0.047936
Epoch 2562
Loss = 2.0469e-02, PNorm = 243.5027, GNorm = 0.2869, lr_0 = 9.9852e-04
Validation prc-auc = 0.041041
Epoch 2563
Loss = 2.6536e-02, PNorm = 243.5526, GNorm = 0.0665, lr_0 = 9.9852e-04
Validation prc-auc = 0.043446
Epoch 2564
Loss = 3.9888e-02, PNorm = 243.5843, GNorm = 1.1319, lr_0 = 9.9852e-04
Validation prc-auc = 0.058566
Epoch 2565
Loss = 4.7525e-02, PNorm = 243.6310, GNorm = 1.7594, lr_0 = 9.9852e-04
Validation prc-auc = 0.062565
Epoch 2566
Loss = 4.2160e-03, PNorm = 243.6783, GNorm = 0.0451, lr_0 = 9.9852e-04
Validation prc-auc = 0.066057
Epoch 2567
Loss = 3.2664e-02, PNorm = 243.7246, GNorm = 0.1442, lr_0 = 9.9852e-04
Validation prc-auc = 0.047352
Epoch 2568
Loss = 1.7430e-01, PNorm = 243.7828, GNorm = 1.2932, lr_0 = 9.9852e-04
Validation prc-auc = 0.049479
Epoch 2569
Loss = 5.6462e-02, PNorm = 243.8494, GNorm = 1.6395, lr_0 = 9.9852e-04
Loss = 1.8552e-02, PNorm = 243.9106, GNorm = 1.9175, lr_0 = 9.9852e-04
Validation prc-auc = 0.065954
Epoch 2570
Loss = 2.1898e-02, PNorm = 243.9566, GNorm = 0.3791, lr_0 = 9.9851e-04
Validation prc-auc = 0.075807
Epoch 2571
Loss = 6.5787e-02, PNorm = 244.0092, GNorm = 0.6393, lr_0 = 9.9851e-04
Validation prc-auc = 0.050089
Epoch 2572
Loss = 3.6781e-02, PNorm = 244.0715, GNorm = 1.2041, lr_0 = 9.9851e-04
Validation prc-auc = 0.046240
Epoch 2573
Loss = 2.9724e-02, PNorm = 244.1252, GNorm = 1.9496, lr_0 = 9.9851e-04
Validation prc-auc = 0.043554
Epoch 2574
Loss = 1.1155e-01, PNorm = 244.1825, GNorm = 2.5149, lr_0 = 9.9851e-04
Validation prc-auc = 0.045819
Epoch 2575
Loss = 5.0410e-02, PNorm = 244.2568, GNorm = 0.2164, lr_0 = 9.9851e-04
Validation prc-auc = 0.043995
Epoch 2576
Loss = 2.1054e-02, PNorm = 244.3226, GNorm = 0.1114, lr_0 = 9.9851e-04
Validation prc-auc = 0.044086
Epoch 2577
Loss = 6.3454e-02, PNorm = 244.3626, GNorm = 1.7256, lr_0 = 9.9851e-04
Validation prc-auc = 0.041587
Epoch 2578
Loss = 3.4293e-02, PNorm = 244.4136, GNorm = 1.4846, lr_0 = 9.9851e-04
Validation prc-auc = 0.044417
Epoch 2579
Loss = 1.1266e-02, PNorm = 244.4647, GNorm = 0.4663, lr_0 = 9.9851e-04
Loss = 4.0136e-02, PNorm = 244.5025, GNorm = 0.0844, lr_0 = 9.9851e-04
Validation prc-auc = 0.050165
Epoch 2580
Loss = 3.7007e-02, PNorm = 244.5403, GNorm = 0.0431, lr_0 = 9.9851e-04
Validation prc-auc = 0.052811
Epoch 2581
Loss = 5.1571e-02, PNorm = 244.5804, GNorm = 1.4789, lr_0 = 9.9851e-04
Validation prc-auc = 0.059005
Epoch 2582
Loss = 2.4715e-02, PNorm = 244.6266, GNorm = 1.0559, lr_0 = 9.9851e-04
Validation prc-auc = 0.045983
Epoch 2583
Loss = 2.5070e-02, PNorm = 244.6608, GNorm = 0.4303, lr_0 = 9.9850e-04
Validation prc-auc = 0.042213
Epoch 2584
Loss = 3.4648e-02, PNorm = 244.6906, GNorm = 1.3480, lr_0 = 9.9850e-04
Validation prc-auc = 0.050650
Epoch 2585
Loss = 6.9994e-03, PNorm = 244.7372, GNorm = 0.2387, lr_0 = 9.9850e-04
Validation prc-auc = 0.055165
Epoch 2586
Loss = 4.4743e-02, PNorm = 244.7733, GNorm = 1.2567, lr_0 = 9.9850e-04
Validation prc-auc = 0.045887
Epoch 2587
Loss = 4.9302e-02, PNorm = 244.8049, GNorm = 1.5215, lr_0 = 9.9850e-04
Validation prc-auc = 0.044279
Epoch 2588
Loss = 7.5745e-02, PNorm = 244.8499, GNorm = 0.8373, lr_0 = 9.9850e-04
Validation prc-auc = 0.043641
Epoch 2589
Loss = 8.9265e-03, PNorm = 244.8879, GNorm = 0.5279, lr_0 = 9.9850e-04
Loss = 3.8771e-02, PNorm = 244.9265, GNorm = 0.9768, lr_0 = 9.9850e-04
Validation prc-auc = 0.040693
Epoch 2590
Loss = 3.4325e-02, PNorm = 244.9595, GNorm = 1.4781, lr_0 = 9.9850e-04
Validation prc-auc = 0.044888
Epoch 2591
Loss = 3.8501e-02, PNorm = 244.9975, GNorm = 2.5308, lr_0 = 9.9850e-04
Validation prc-auc = 0.035952
Epoch 2592
Loss = 2.3949e-02, PNorm = 245.0455, GNorm = 1.2183, lr_0 = 9.9850e-04
Validation prc-auc = 0.030718
Epoch 2593
Loss = 7.6279e-03, PNorm = 245.0788, GNorm = 0.2967, lr_0 = 9.9850e-04
Validation prc-auc = 0.031568
Epoch 2594
Loss = 3.2462e-02, PNorm = 245.1045, GNorm = 1.5361, lr_0 = 9.9850e-04
Validation prc-auc = 0.028930
Epoch 2595
Loss = 2.6255e-02, PNorm = 245.1437, GNorm = 1.4439, lr_0 = 9.9850e-04
Validation prc-auc = 0.027516
Epoch 2596
Loss = 3.0299e-02, PNorm = 245.1847, GNorm = 0.4822, lr_0 = 9.9850e-04
Validation prc-auc = 0.033854
Epoch 2597
Loss = 2.6731e-02, PNorm = 245.2563, GNorm = 1.5470, lr_0 = 9.9849e-04
Validation prc-auc = 0.039269
Epoch 2598
Loss = 8.5766e-03, PNorm = 245.3357, GNorm = 0.2672, lr_0 = 9.9849e-04
Validation prc-auc = 0.041674
Epoch 2599
Loss = 1.7022e-02, PNorm = 245.3810, GNorm = 0.7406, lr_0 = 9.9849e-04
Loss = 1.3288e-02, PNorm = 245.4219, GNorm = 0.0952, lr_0 = 9.9849e-04
Validation prc-auc = 0.045106
Epoch 2600
Loss = 1.0967e-02, PNorm = 245.4555, GNorm = 0.9589, lr_0 = 9.9849e-04
Validation prc-auc = 0.055064
Epoch 2601
Loss = 1.6882e-02, PNorm = 245.4783, GNorm = 0.2777, lr_0 = 9.9849e-04
Validation prc-auc = 0.042855
Epoch 2602
Loss = 5.1286e-02, PNorm = 245.5236, GNorm = 1.2124, lr_0 = 9.9849e-04
Validation prc-auc = 0.036345
Epoch 2603
Loss = 7.4636e-02, PNorm = 245.5908, GNorm = 1.2529, lr_0 = 9.9849e-04
Validation prc-auc = 0.029982
Epoch 2604
Loss = 1.2620e-02, PNorm = 245.6560, GNorm = 0.7006, lr_0 = 9.9849e-04
Validation prc-auc = 0.029985
Epoch 2605
Loss = 1.4062e-02, PNorm = 245.7076, GNorm = 0.0155, lr_0 = 9.9849e-04
Validation prc-auc = 0.032420
Epoch 2606
Loss = 5.3663e-03, PNorm = 245.7386, GNorm = 0.5776, lr_0 = 9.9849e-04
Validation prc-auc = 0.033932
Epoch 2607
Loss = 4.7624e-02, PNorm = 245.7621, GNorm = 0.0681, lr_0 = 9.9849e-04
Validation prc-auc = 0.035941
Epoch 2608
Loss = 2.4403e-03, PNorm = 245.7994, GNorm = 0.1461, lr_0 = 9.9849e-04
Validation prc-auc = 0.041793
Epoch 2609
Loss = 1.7488e-02, PNorm = 245.8482, GNorm = 0.9559, lr_0 = 9.9849e-04
Loss = 7.9601e-03, PNorm = 245.8896, GNorm = 0.0335, lr_0 = 9.9848e-04
Validation prc-auc = 0.045218
Epoch 2610
Loss = 2.0362e-02, PNorm = 245.9136, GNorm = 1.0159, lr_0 = 9.9848e-04
Validation prc-auc = 0.044681
Epoch 2611
Loss = 3.2165e-02, PNorm = 245.9600, GNorm = 0.0417, lr_0 = 9.9848e-04
Validation prc-auc = 0.047450
Epoch 2612
Loss = 2.6371e-02, PNorm = 246.0271, GNorm = 0.3119, lr_0 = 9.9848e-04
Validation prc-auc = 0.048216
Epoch 2613
Loss = 2.6858e-03, PNorm = 246.0827, GNorm = 0.4677, lr_0 = 9.9848e-04
Validation prc-auc = 0.065210
Epoch 2614
Loss = 1.7676e-02, PNorm = 246.1073, GNorm = 0.4154, lr_0 = 9.9848e-04
Validation prc-auc = 0.056198
Epoch 2615
Loss = 6.4062e-02, PNorm = 246.1481, GNorm = 0.5130, lr_0 = 9.9848e-04
Validation prc-auc = 0.062841
Epoch 2616
Loss = 1.2953e-02, PNorm = 246.2024, GNorm = 0.1372, lr_0 = 9.9848e-04
Validation prc-auc = 0.046977
Epoch 2617
Loss = 2.9463e-02, PNorm = 246.2423, GNorm = 0.3331, lr_0 = 9.9848e-04
Validation prc-auc = 0.042767
Epoch 2618
Loss = 1.0906e-02, PNorm = 246.2800, GNorm = 0.0305, lr_0 = 9.9848e-04
Validation prc-auc = 0.033937
Epoch 2619
Loss = 8.8064e-03, PNorm = 246.3251, GNorm = 0.2504, lr_0 = 9.9848e-04
Loss = 1.8046e-02, PNorm = 246.3790, GNorm = 0.2749, lr_0 = 9.9848e-04
Validation prc-auc = 0.036097
Epoch 2620
Loss = 4.6834e-02, PNorm = 246.4136, GNorm = 0.0644, lr_0 = 9.9848e-04
Validation prc-auc = 0.038477
Epoch 2621
Loss = 3.8101e-02, PNorm = 246.4688, GNorm = 0.7081, lr_0 = 9.9848e-04
Validation prc-auc = 0.035781
Epoch 2622
Loss = 2.9502e-02, PNorm = 246.5486, GNorm = 0.3329, lr_0 = 9.9848e-04
Validation prc-auc = 0.031136
Epoch 2623
Loss = 8.2648e-03, PNorm = 246.5970, GNorm = 0.6965, lr_0 = 9.9847e-04
Validation prc-auc = 0.027368
Epoch 2624
Loss = 1.5128e-02, PNorm = 246.6297, GNorm = 1.5562, lr_0 = 9.9847e-04
Validation prc-auc = 0.028336
Epoch 2625
Loss = 7.7771e-02, PNorm = 246.6788, GNorm = 1.4930, lr_0 = 9.9847e-04
Validation prc-auc = 0.030027
Epoch 2626
Loss = 2.5627e-02, PNorm = 246.7262, GNorm = 0.0924, lr_0 = 9.9847e-04
Validation prc-auc = 0.025844
Epoch 2627
Loss = 2.8352e-02, PNorm = 246.7591, GNorm = 1.0367, lr_0 = 9.9847e-04
Validation prc-auc = 0.029029
Epoch 2628
Loss = 7.1591e-03, PNorm = 246.7924, GNorm = 0.5559, lr_0 = 9.9847e-04
Validation prc-auc = 0.035048
Epoch 2629
Loss = 7.0096e-03, PNorm = 246.8477, GNorm = 0.2885, lr_0 = 9.9847e-04
Loss = 4.4078e-02, PNorm = 246.9034, GNorm = 2.6038, lr_0 = 9.9847e-04
Validation prc-auc = 0.050340
Epoch 2630
Loss = 2.5460e-02, PNorm = 246.9673, GNorm = 0.0212, lr_0 = 9.9847e-04
Validation prc-auc = 0.052081
Epoch 2631
Loss = 1.2040e-02, PNorm = 247.0200, GNorm = 1.9637, lr_0 = 9.9847e-04
Validation prc-auc = 0.061399
Epoch 2632
Loss = 4.4787e-02, PNorm = 247.0606, GNorm = 1.8616, lr_0 = 9.9847e-04
Validation prc-auc = 0.051648
Epoch 2633
Loss = 3.0675e-02, PNorm = 247.1324, GNorm = 0.0447, lr_0 = 9.9847e-04
Validation prc-auc = 0.061741
Epoch 2634
Loss = 1.4280e-02, PNorm = 247.1957, GNorm = 0.0823, lr_0 = 9.9847e-04
Validation prc-auc = 0.051769
Epoch 2635
Loss = 4.3076e-02, PNorm = 247.2484, GNorm = 1.2497, lr_0 = 9.9847e-04
Validation prc-auc = 0.052079
Epoch 2636
Loss = 4.0086e-02, PNorm = 247.3071, GNorm = 1.0112, lr_0 = 9.9847e-04
Validation prc-auc = 0.050656
Epoch 2637
Loss = 5.0020e-02, PNorm = 247.3618, GNorm = 0.2109, lr_0 = 9.9846e-04
Validation prc-auc = 0.052462
Epoch 2638
Loss = 4.3303e-02, PNorm = 247.4077, GNorm = 1.2942, lr_0 = 9.9846e-04
Validation prc-auc = 0.047869
Epoch 2639
Loss = 9.4552e-03, PNorm = 247.4466, GNorm = 0.2982, lr_0 = 9.9846e-04
Loss = 2.7246e-02, PNorm = 247.4935, GNorm = 0.6960, lr_0 = 9.9846e-04
Validation prc-auc = 0.046079
Epoch 2640
Loss = 1.5970e-02, PNorm = 247.5319, GNorm = 0.1477, lr_0 = 9.9846e-04
Validation prc-auc = 0.050131
Epoch 2641
Loss = 1.3901e-02, PNorm = 247.5629, GNorm = 0.7907, lr_0 = 9.9846e-04
Validation prc-auc = 0.052659
Epoch 2642
Loss = 2.1251e-02, PNorm = 247.6044, GNorm = 3.1199, lr_0 = 9.9846e-04
Validation prc-auc = 0.053515
Epoch 2643
Loss = 2.5065e-02, PNorm = 247.6442, GNorm = 0.1024, lr_0 = 9.9846e-04
Validation prc-auc = 0.056578
Epoch 2644
Loss = 3.0973e-02, PNorm = 247.6811, GNorm = 0.2417, lr_0 = 9.9846e-04
Validation prc-auc = 0.055417
Epoch 2645
Loss = 7.4626e-03, PNorm = 247.7231, GNorm = 0.1026, lr_0 = 9.9846e-04
Validation prc-auc = 0.057109
Epoch 2646
Loss = 4.9249e-02, PNorm = 247.7549, GNorm = 0.2596, lr_0 = 9.9846e-04
Validation prc-auc = 0.052268
Epoch 2647
Loss = 6.4752e-02, PNorm = 247.7854, GNorm = 2.7607, lr_0 = 9.9846e-04
Validation prc-auc = 0.050891
Epoch 2648
Loss = 7.6054e-03, PNorm = 247.8401, GNorm = 0.0339, lr_0 = 9.9846e-04
Validation prc-auc = 0.041721
Epoch 2649
Loss = 5.6186e-03, PNorm = 247.9061, GNorm = 0.3485, lr_0 = 9.9846e-04
Loss = 3.0804e-02, PNorm = 247.9422, GNorm = 4.9465, lr_0 = 9.9845e-04
Validation prc-auc = 0.038589
Epoch 2650
Loss = 5.7751e-03, PNorm = 247.9973, GNorm = 0.4420, lr_0 = 9.9845e-04
Validation prc-auc = 0.027727
Epoch 2651
Loss = 6.0725e-02, PNorm = 248.0366, GNorm = 1.7926, lr_0 = 9.9845e-04
Validation prc-auc = 0.034217
Epoch 2652
Loss = 3.1748e-02, PNorm = 248.1194, GNorm = 0.7905, lr_0 = 9.9845e-04
Validation prc-auc = 0.035929
Epoch 2653
Loss = 3.6950e-02, PNorm = 248.1923, GNorm = 1.1981, lr_0 = 9.9845e-04
Validation prc-auc = 0.037505
Epoch 2654
Loss = 7.4662e-03, PNorm = 248.2439, GNorm = 0.3383, lr_0 = 9.9845e-04
Validation prc-auc = 0.038510
Epoch 2655
Loss = 8.7120e-02, PNorm = 248.2795, GNorm = 0.5139, lr_0 = 9.9845e-04
Validation prc-auc = 0.047250
Epoch 2656
Loss = 4.9605e-02, PNorm = 248.3806, GNorm = 2.2124, lr_0 = 9.9845e-04
Validation prc-auc = 0.039451
Epoch 2657
Loss = 1.5831e-02, PNorm = 248.4504, GNorm = 0.6586, lr_0 = 9.9845e-04
Validation prc-auc = 0.038097
Epoch 2658
Loss = 4.0536e-03, PNorm = 248.4924, GNorm = 0.1120, lr_0 = 9.9845e-04
Validation prc-auc = 0.040108
Epoch 2659
Loss = 3.2547e-02, PNorm = 248.5326, GNorm = 1.1191, lr_0 = 9.9845e-04
Loss = 4.2542e-02, PNorm = 248.6044, GNorm = 1.4865, lr_0 = 9.9845e-04
Validation prc-auc = 0.041297
Epoch 2660
Loss = 5.9222e-02, PNorm = 248.6532, GNorm = 1.1098, lr_0 = 9.9845e-04
Validation prc-auc = 0.042641
Epoch 2661
Loss = 5.1745e-02, PNorm = 248.7240, GNorm = 1.9196, lr_0 = 9.9845e-04
Validation prc-auc = 0.039032
Epoch 2662
Loss = 2.7156e-02, PNorm = 248.7965, GNorm = 0.0480, lr_0 = 9.9845e-04
Validation prc-auc = 0.040314
Epoch 2663
Loss = 2.1660e-02, PNorm = 248.8539, GNorm = 0.6461, lr_0 = 9.9844e-04
Validation prc-auc = 0.044219
Epoch 2664
Loss = 1.0658e-02, PNorm = 248.9144, GNorm = 1.6788, lr_0 = 9.9844e-04
Validation prc-auc = 0.048834
Epoch 2665
Loss = 3.0584e-03, PNorm = 248.9538, GNorm = 0.0502, lr_0 = 9.9844e-04
Validation prc-auc = 0.061431
Epoch 2666
Loss = 3.1310e-02, PNorm = 248.9782, GNorm = 0.1302, lr_0 = 9.9844e-04
Validation prc-auc = 0.073015
Epoch 2667
Loss = 1.8388e-02, PNorm = 249.0046, GNorm = 0.4153, lr_0 = 9.9844e-04
Validation prc-auc = 0.066858
Epoch 2668
Loss = 4.8730e-02, PNorm = 249.0527, GNorm = 0.1620, lr_0 = 9.9844e-04
Validation prc-auc = 0.059115
Epoch 2669
Loss = 3.4116e-03, PNorm = 249.0954, GNorm = 0.0975, lr_0 = 9.9844e-04
Loss = 2.4841e-02, PNorm = 249.1333, GNorm = 2.7923, lr_0 = 9.9844e-04
Validation prc-auc = 0.063135
Epoch 2670
Loss = 1.8373e-02, PNorm = 249.1697, GNorm = 0.0746, lr_0 = 9.9844e-04
Validation prc-auc = 0.069566
Epoch 2671
Loss = 3.3778e-02, PNorm = 249.2098, GNorm = 0.8245, lr_0 = 9.9844e-04
Validation prc-auc = 0.064093
Epoch 2672
Loss = 7.6837e-03, PNorm = 249.2570, GNorm = 0.0860, lr_0 = 9.9844e-04
Validation prc-auc = 0.062512
Epoch 2673
Loss = 1.2181e-02, PNorm = 249.2870, GNorm = 0.0839, lr_0 = 9.9844e-04
Validation prc-auc = 0.053750
Epoch 2674
Loss = 3.2002e-02, PNorm = 249.3206, GNorm = 1.5406, lr_0 = 9.9844e-04
Validation prc-auc = 0.051003
Epoch 2675
Loss = 3.8922e-02, PNorm = 249.3593, GNorm = 0.9802, lr_0 = 9.9844e-04
Validation prc-auc = 0.050965
Epoch 2676
Loss = 2.0176e-02, PNorm = 249.4048, GNorm = 1.7060, lr_0 = 9.9843e-04
Validation prc-auc = 0.050891
Epoch 2677
Loss = 1.2882e-02, PNorm = 249.4454, GNorm = 0.3227, lr_0 = 9.9843e-04
Validation prc-auc = 0.053801
Epoch 2678
Loss = 6.0981e-03, PNorm = 249.4822, GNorm = 0.3802, lr_0 = 9.9843e-04
Validation prc-auc = 0.050021
Epoch 2679
Loss = 2.2103e-02, PNorm = 249.5070, GNorm = 0.8099, lr_0 = 9.9843e-04
Loss = 5.3355e-03, PNorm = 249.5291, GNorm = 0.1673, lr_0 = 9.9843e-04
Validation prc-auc = 0.060285
Epoch 2680
Loss = 2.2966e-02, PNorm = 249.5432, GNorm = 0.6004, lr_0 = 9.9843e-04
Validation prc-auc = 0.060558
Epoch 2681
Loss = 2.0580e-02, PNorm = 249.5666, GNorm = 0.0780, lr_0 = 9.9843e-04
Validation prc-auc = 0.064019
Epoch 2682
Loss = 6.1281e-02, PNorm = 249.5937, GNorm = 2.0036, lr_0 = 9.9843e-04
Validation prc-auc = 0.066672
Epoch 2683
Loss = 4.7312e-02, PNorm = 249.6310, GNorm = 0.4147, lr_0 = 9.9843e-04
Validation prc-auc = 0.058388
Epoch 2684
Loss = 3.5978e-02, PNorm = 249.6822, GNorm = 0.0978, lr_0 = 9.9843e-04
Validation prc-auc = 0.063257
Epoch 2685
Loss = 1.8144e-02, PNorm = 249.7326, GNorm = 1.6587, lr_0 = 9.9843e-04
Validation prc-auc = 0.066359
Epoch 2686
Loss = 1.2636e-02, PNorm = 249.7887, GNorm = 0.5451, lr_0 = 9.9843e-04
Validation prc-auc = 0.063560
Epoch 2687
Loss = 2.0498e-02, PNorm = 249.8382, GNorm = 0.1617, lr_0 = 9.9843e-04
Validation prc-auc = 0.065778
Epoch 2688
Loss = 3.1615e-02, PNorm = 249.8904, GNorm = 1.3540, lr_0 = 9.9843e-04
Validation prc-auc = 0.058175
Epoch 2689
Loss = 7.2387e-04, PNorm = 249.9335, GNorm = 0.0395, lr_0 = 9.9843e-04
Loss = 1.9253e-02, PNorm = 249.9684, GNorm = 1.0085, lr_0 = 9.9842e-04
Validation prc-auc = 0.053376
Epoch 2690
Loss = 4.8935e-02, PNorm = 249.9961, GNorm = 0.2181, lr_0 = 9.9842e-04
Validation prc-auc = 0.052672
Epoch 2691
Loss = 3.1529e-02, PNorm = 250.0551, GNorm = 2.2110, lr_0 = 9.9842e-04
Validation prc-auc = 0.062513
Epoch 2692
Loss = 2.0574e-02, PNorm = 250.1149, GNorm = 0.0195, lr_0 = 9.9842e-04
Validation prc-auc = 0.054462
Epoch 2693
Loss = 3.0893e-02, PNorm = 250.1606, GNorm = 2.5722, lr_0 = 9.9842e-04
Validation prc-auc = 0.062044
Epoch 2694
Loss = 5.4493e-03, PNorm = 250.2187, GNorm = 0.4450, lr_0 = 9.9842e-04
Validation prc-auc = 0.060004
Epoch 2695
Loss = 2.5789e-02, PNorm = 250.2456, GNorm = 0.0679, lr_0 = 9.9842e-04
Validation prc-auc = 0.062763
Epoch 2696
Loss = 3.6581e-02, PNorm = 250.2727, GNorm = 0.9492, lr_0 = 9.9842e-04
Validation prc-auc = 0.067247
Epoch 2697
Loss = 1.1752e-02, PNorm = 250.3142, GNorm = 0.9356, lr_0 = 9.9842e-04
Validation prc-auc = 0.075830
Epoch 2698
Loss = 1.7461e-02, PNorm = 250.3365, GNorm = 0.0615, lr_0 = 9.9842e-04
Validation prc-auc = 0.079912
Epoch 2699
Loss = 2.8571e-02, PNorm = 250.3634, GNorm = 1.7175, lr_0 = 9.9842e-04
Loss = 2.2075e-02, PNorm = 250.3992, GNorm = 0.4669, lr_0 = 9.9842e-04
Validation prc-auc = 0.081644
Epoch 2700
Loss = 1.4077e-02, PNorm = 250.4428, GNorm = 1.8767, lr_0 = 9.9842e-04
Validation prc-auc = 0.084755
Epoch 2701
Loss = 8.4209e-02, PNorm = 250.4909, GNorm = 0.1327, lr_0 = 9.9842e-04
Validation prc-auc = 0.086211
Epoch 2702
Loss = 3.4542e-02, PNorm = 250.5686, GNorm = 0.6378, lr_0 = 9.9841e-04
Validation prc-auc = 0.093751
Epoch 2703
Loss = 2.5825e-02, PNorm = 250.6418, GNorm = 1.2598, lr_0 = 9.9841e-04
Validation prc-auc = 0.096085
Epoch 2704
Loss = 4.3432e-02, PNorm = 250.7000, GNorm = 0.3960, lr_0 = 9.9841e-04
Validation prc-auc = 0.093183
Epoch 2705
Loss = 5.0372e-02, PNorm = 250.7631, GNorm = 1.3386, lr_0 = 9.9841e-04
Validation prc-auc = 0.078599
Epoch 2706
Loss = 6.9232e-02, PNorm = 250.8143, GNorm = 1.8482, lr_0 = 9.9841e-04
Validation prc-auc = 0.061883
Epoch 2707
Loss = 1.0734e-01, PNorm = 250.8760, GNorm = 3.0010, lr_0 = 9.9841e-04
Validation prc-auc = 0.063273
Epoch 2708
Loss = 2.7906e-03, PNorm = 250.9585, GNorm = 0.1515, lr_0 = 9.9841e-04
Validation prc-auc = 0.063174
Epoch 2709
Loss = 3.5067e-03, PNorm = 251.0199, GNorm = 0.1179, lr_0 = 9.9841e-04
Loss = 2.3533e-02, PNorm = 251.0749, GNorm = 0.0306, lr_0 = 9.9841e-04
Validation prc-auc = 0.057430
Epoch 2710
Loss = 2.9347e-02, PNorm = 251.1272, GNorm = 0.5247, lr_0 = 9.9841e-04
Validation prc-auc = 0.060205
Epoch 2711
Loss = 3.9652e-02, PNorm = 251.1757, GNorm = 0.3661, lr_0 = 9.9841e-04
Validation prc-auc = 0.058625
Epoch 2712
Loss = 2.0669e-02, PNorm = 251.2286, GNorm = 2.2557, lr_0 = 9.9841e-04
Validation prc-auc = 0.069137
Epoch 2713
Loss = 4.0301e-02, PNorm = 251.2758, GNorm = 0.2110, lr_0 = 9.9841e-04
Validation prc-auc = 0.070035
Epoch 2714
Loss = 3.7805e-02, PNorm = 251.3291, GNorm = 1.5225, lr_0 = 9.9841e-04
Validation prc-auc = 0.068743
Epoch 2715
Loss = 1.9720e-02, PNorm = 251.3788, GNorm = 0.1141, lr_0 = 9.9841e-04
Validation prc-auc = 0.069134
Epoch 2716
Loss = 1.4397e-02, PNorm = 251.4190, GNorm = 0.0481, lr_0 = 9.9840e-04
Validation prc-auc = 0.072948
Epoch 2717
Loss = 4.2361e-02, PNorm = 251.4601, GNorm = 1.8176, lr_0 = 9.9840e-04
Validation prc-auc = 0.072989
Epoch 2718
Loss = 1.1796e-03, PNorm = 251.5481, GNorm = 0.0656, lr_0 = 9.9840e-04
Validation prc-auc = 0.065752
Epoch 2719
Loss = 6.0331e-02, PNorm = 251.5999, GNorm = 2.0409, lr_0 = 9.9840e-04
Loss = 1.8794e-02, PNorm = 251.6566, GNorm = 1.3977, lr_0 = 9.9840e-04
Validation prc-auc = 0.061962
Epoch 2720
Loss = 2.2357e-02, PNorm = 251.7113, GNorm = 0.7903, lr_0 = 9.9840e-04
Validation prc-auc = 0.065691
Epoch 2721
Loss = 2.2370e-02, PNorm = 251.7509, GNorm = 1.4591, lr_0 = 9.9840e-04
Validation prc-auc = 0.067660
Epoch 2722
Loss = 1.4621e-02, PNorm = 251.7885, GNorm = 1.0001, lr_0 = 9.9840e-04
Validation prc-auc = 0.067449
Epoch 2723
Loss = 8.0865e-02, PNorm = 251.8425, GNorm = 2.0898, lr_0 = 9.9840e-04
Validation prc-auc = 0.074656
Epoch 2724
Loss = 1.6770e-02, PNorm = 251.9033, GNorm = 0.1323, lr_0 = 9.9840e-04
Validation prc-auc = 0.076638
Epoch 2725
Loss = 4.2390e-02, PNorm = 251.9472, GNorm = 2.9801, lr_0 = 9.9840e-04
Validation prc-auc = 0.078349
Epoch 2726
Loss = 3.4995e-02, PNorm = 251.9985, GNorm = 1.8477, lr_0 = 9.9840e-04
Validation prc-auc = 0.088251
Epoch 2727
Loss = 1.4177e-01, PNorm = 252.0584, GNorm = 0.8732, lr_0 = 9.9840e-04
Validation prc-auc = 0.084544
Epoch 2728
Loss = 2.0660e-02, PNorm = 252.1347, GNorm = 1.5711, lr_0 = 9.9840e-04
Validation prc-auc = 0.079458
Epoch 2729
Loss = 5.8568e-03, PNorm = 252.1928, GNorm = 0.3011, lr_0 = 9.9839e-04
Loss = 6.0153e-03, PNorm = 252.2318, GNorm = 0.5072, lr_0 = 9.9839e-04
Validation prc-auc = 0.083708
Epoch 2730
Loss = 1.7030e-02, PNorm = 252.2607, GNorm = 0.1884, lr_0 = 9.9839e-04
Validation prc-auc = 0.078337
Epoch 2731
Loss = 3.7356e-02, PNorm = 252.2917, GNorm = 0.4426, lr_0 = 9.9839e-04
Validation prc-auc = 0.078014
Epoch 2732
Loss = 2.1764e-02, PNorm = 252.3322, GNorm = 0.8353, lr_0 = 9.9839e-04
Validation prc-auc = 0.081580
Epoch 2733
Loss = 2.8001e-02, PNorm = 252.3901, GNorm = 0.9868, lr_0 = 9.9839e-04
Validation prc-auc = 0.080226
Epoch 2734
Loss = 2.7620e-02, PNorm = 252.4369, GNorm = 1.8835, lr_0 = 9.9839e-04
Validation prc-auc = 0.085256
Epoch 2735
Loss = 4.3822e-02, PNorm = 252.5030, GNorm = 1.6179, lr_0 = 9.9839e-04
Validation prc-auc = 0.061718
Epoch 2736
Loss = 7.4938e-02, PNorm = 252.5535, GNorm = 0.6261, lr_0 = 9.9839e-04
Validation prc-auc = 0.069978
Epoch 2737
Loss = 5.8690e-03, PNorm = 252.6187, GNorm = 0.5257, lr_0 = 9.9839e-04
Validation prc-auc = 0.067382
Epoch 2738
Loss = 1.6186e-02, PNorm = 252.6592, GNorm = 0.5264, lr_0 = 9.9839e-04
Validation prc-auc = 0.066403
Epoch 2739
Loss = 1.0609e-01, PNorm = 252.6860, GNorm = 1.7452, lr_0 = 9.9839e-04
Loss = 2.5971e-02, PNorm = 252.7149, GNorm = 0.2543, lr_0 = 9.9839e-04
Validation prc-auc = 0.070075
Epoch 2740
Loss = 2.7157e-02, PNorm = 252.7640, GNorm = 0.1762, lr_0 = 9.9839e-04
Validation prc-auc = 0.087888
Epoch 2741
Loss = 1.8093e-02, PNorm = 252.8048, GNorm = 1.4655, lr_0 = 9.9839e-04
Validation prc-auc = 0.089737
Epoch 2742
Loss = 8.0131e-03, PNorm = 252.8367, GNorm = 0.0361, lr_0 = 9.9838e-04
Validation prc-auc = 0.089398
Epoch 2743
Loss = 2.6510e-02, PNorm = 252.8710, GNorm = 0.1371, lr_0 = 9.9838e-04
Validation prc-auc = 0.088432
Epoch 2744
Loss = 2.3490e-02, PNorm = 252.9154, GNorm = 0.9100, lr_0 = 9.9838e-04
Validation prc-auc = 0.085500
Epoch 2745
Loss = 2.0230e-02, PNorm = 252.9635, GNorm = 0.3818, lr_0 = 9.9838e-04
Validation prc-auc = 0.077602
Epoch 2746
Loss = 2.1456e-02, PNorm = 253.0021, GNorm = 0.3525, lr_0 = 9.9838e-04
Validation prc-auc = 0.068591
Epoch 2747
Loss = 4.0322e-02, PNorm = 253.0508, GNorm = 0.1469, lr_0 = 9.9838e-04
Validation prc-auc = 0.086844
Epoch 2748
Loss = 6.6040e-03, PNorm = 253.0981, GNorm = 0.2598, lr_0 = 9.9838e-04
Validation prc-auc = 0.080231
Epoch 2749
Loss = 2.7953e-02, PNorm = 253.1210, GNorm = 0.9091, lr_0 = 9.9838e-04
Loss = 2.3025e-02, PNorm = 253.1709, GNorm = 0.1470, lr_0 = 9.9838e-04
Validation prc-auc = 0.089870
Epoch 2750
Loss = 9.8117e-03, PNorm = 253.2161, GNorm = 0.0584, lr_0 = 9.9838e-04
Validation prc-auc = 0.086398
Epoch 2751
Loss = 1.7656e-02, PNorm = 253.2461, GNorm = 0.0645, lr_0 = 9.9838e-04
Validation prc-auc = 0.079880
Epoch 2752
Loss = 2.9870e-02, PNorm = 253.2828, GNorm = 0.0549, lr_0 = 9.9838e-04
Validation prc-auc = 0.076585
Epoch 2753
Loss = 2.5849e-02, PNorm = 253.3364, GNorm = 1.3662, lr_0 = 9.9838e-04
Validation prc-auc = 0.080702
Epoch 2754
Loss = 3.2379e-02, PNorm = 253.4062, GNorm = 1.2437, lr_0 = 9.9838e-04
Validation prc-auc = 0.079004
Epoch 2755
Loss = 2.9822e-02, PNorm = 253.4625, GNorm = 0.9443, lr_0 = 9.9838e-04
Validation prc-auc = 0.074033
Epoch 2756
Loss = 2.6225e-02, PNorm = 253.5290, GNorm = 0.0664, lr_0 = 9.9837e-04
Validation prc-auc = 0.067937
Epoch 2757
Loss = 6.8897e-02, PNorm = 253.6060, GNorm = 2.3523, lr_0 = 9.9837e-04
Validation prc-auc = 0.086294
Epoch 2758
Loss = 5.8164e-03, PNorm = 253.6981, GNorm = 0.2001, lr_0 = 9.9837e-04
Validation prc-auc = 0.072431
Epoch 2759
Loss = 9.8075e-02, PNorm = 253.7652, GNorm = 3.5035, lr_0 = 9.9837e-04
Loss = 7.7333e-02, PNorm = 253.8751, GNorm = 2.2949, lr_0 = 9.9837e-04
Validation prc-auc = 0.073056
Epoch 2760
Loss = 3.3994e-02, PNorm = 253.9832, GNorm = 1.1981, lr_0 = 9.9837e-04
Validation prc-auc = 0.056111
Epoch 2761
Loss = 2.0688e-02, PNorm = 254.0684, GNorm = 0.2791, lr_0 = 9.9837e-04
Validation prc-auc = 0.073706
Epoch 2762
Loss = 1.9679e-02, PNorm = 254.1082, GNorm = 1.7662, lr_0 = 9.9837e-04
Validation prc-auc = 0.075605
Epoch 2763
Loss = 1.8792e-02, PNorm = 254.1514, GNorm = 0.5516, lr_0 = 9.9837e-04
Validation prc-auc = 0.074285
Epoch 2764
Loss = 4.0786e-02, PNorm = 254.1893, GNorm = 1.3416, lr_0 = 9.9837e-04
Validation prc-auc = 0.054529
Epoch 2765
Loss = 2.4497e-02, PNorm = 254.2553, GNorm = 1.9167, lr_0 = 9.9837e-04
Validation prc-auc = 0.044180
Epoch 2766
Loss = 2.9300e-02, PNorm = 254.3198, GNorm = 0.8855, lr_0 = 9.9837e-04
Validation prc-auc = 0.065841
Epoch 2767
Loss = 2.1890e-02, PNorm = 254.3865, GNorm = 0.2761, lr_0 = 9.9837e-04
Validation prc-auc = 0.055980
Epoch 2768
Loss = 1.7848e-02, PNorm = 254.4281, GNorm = 0.2066, lr_0 = 9.9837e-04
Validation prc-auc = 0.068873
Epoch 2769
Loss = 1.1119e-01, PNorm = 254.4886, GNorm = 1.8163, lr_0 = 9.9836e-04
Loss = 4.9448e-02, PNorm = 254.5529, GNorm = 2.1520, lr_0 = 9.9836e-04
Validation prc-auc = 0.066262
Epoch 2770
Loss = 3.7588e-02, PNorm = 254.6254, GNorm = 0.5519, lr_0 = 9.9836e-04
Validation prc-auc = 0.054018
Epoch 2771
Loss = 1.8453e-02, PNorm = 254.6749, GNorm = 0.8967, lr_0 = 9.9836e-04
Validation prc-auc = 0.047589
Epoch 2772
Loss = 5.8447e-02, PNorm = 254.7277, GNorm = 1.3619, lr_0 = 9.9836e-04
Validation prc-auc = 0.038616
Epoch 2773
Loss = 6.0621e-03, PNorm = 254.8025, GNorm = 0.2697, lr_0 = 9.9836e-04
Validation prc-auc = 0.037131
Epoch 2774
Loss = 1.0964e-02, PNorm = 254.8453, GNorm = 0.2893, lr_0 = 9.9836e-04
Validation prc-auc = 0.038929
Epoch 2775
Loss = 4.5216e-02, PNorm = 254.8820, GNorm = 2.1078, lr_0 = 9.9836e-04
Validation prc-auc = 0.059252
Epoch 2776
Loss = 7.5509e-02, PNorm = 254.9437, GNorm = 1.0853, lr_0 = 9.9836e-04
Validation prc-auc = 0.053439
Epoch 2777
Loss = 4.3860e-02, PNorm = 255.0185, GNorm = 0.5998, lr_0 = 9.9836e-04
Validation prc-auc = 0.048066
Epoch 2778
Loss = 6.9709e-03, PNorm = 255.0719, GNorm = 0.5833, lr_0 = 9.9836e-04
Validation prc-auc = 0.043520
Epoch 2779
Loss = 1.4536e-02, PNorm = 255.1236, GNorm = 0.8139, lr_0 = 9.9836e-04
Loss = 4.4653e-02, PNorm = 255.2054, GNorm = 0.0919, lr_0 = 9.9836e-04
Validation prc-auc = 0.060183
Epoch 2780
Loss = 5.4739e-02, PNorm = 255.2743, GNorm = 1.6131, lr_0 = 9.9836e-04
Validation prc-auc = 0.046065
Epoch 2781
Loss = 2.8885e-02, PNorm = 255.3442, GNorm = 0.0856, lr_0 = 9.9836e-04
Validation prc-auc = 0.044451
Epoch 2782
Loss = 2.4372e-02, PNorm = 255.3992, GNorm = 1.2164, lr_0 = 9.9835e-04
Validation prc-auc = 0.039167
Epoch 2783
Loss = 3.4038e-02, PNorm = 255.4337, GNorm = 1.4284, lr_0 = 9.9835e-04
Validation prc-auc = 0.035206
Epoch 2784
Loss = 2.5860e-02, PNorm = 255.4702, GNorm = 0.5474, lr_0 = 9.9835e-04
Validation prc-auc = 0.035699
Epoch 2785
Loss = 1.3646e-02, PNorm = 255.5189, GNorm = 1.4802, lr_0 = 9.9835e-04
Validation prc-auc = 0.040720
Epoch 2786
Loss = 6.8487e-02, PNorm = 255.5757, GNorm = 2.9744, lr_0 = 9.9835e-04
Validation prc-auc = 0.043297
Epoch 2787
Loss = 4.8227e-02, PNorm = 255.6409, GNorm = 1.9710, lr_0 = 9.9835e-04
Validation prc-auc = 0.039538
Epoch 2788
Loss = 1.3043e-02, PNorm = 255.7027, GNorm = 0.1712, lr_0 = 9.9835e-04
Validation prc-auc = 0.053274
Epoch 2789
Loss = 5.5962e-02, PNorm = 255.7754, GNorm = 1.5486, lr_0 = 9.9835e-04
Loss = 3.4587e-02, PNorm = 255.8272, GNorm = 0.2875, lr_0 = 9.9835e-04
Validation prc-auc = 0.043791
Epoch 2790
Loss = 1.9640e-02, PNorm = 255.8982, GNorm = 0.2120, lr_0 = 9.9835e-04
Validation prc-auc = 0.055933
Epoch 2791
Loss = 3.5246e-02, PNorm = 255.9385, GNorm = 0.1918, lr_0 = 9.9835e-04
Validation prc-auc = 0.045445
Epoch 2792
Loss = 6.4252e-02, PNorm = 255.9797, GNorm = 2.8745, lr_0 = 9.9835e-04
Validation prc-auc = 0.061053
Epoch 2793
Loss = 1.2545e-02, PNorm = 256.0265, GNorm = 0.3858, lr_0 = 9.9835e-04
Validation prc-auc = 0.069548
Epoch 2794
Loss = 8.5192e-03, PNorm = 256.0549, GNorm = 0.7267, lr_0 = 9.9835e-04
Validation prc-auc = 0.070824
Epoch 2795
Loss = 1.0453e-02, PNorm = 256.0840, GNorm = 0.2980, lr_0 = 9.9834e-04
Validation prc-auc = 0.060625
Epoch 2796
Loss = 4.3254e-02, PNorm = 256.1242, GNorm = 2.2586, lr_0 = 9.9834e-04
Validation prc-auc = 0.053138
Epoch 2797
Loss = 5.1062e-02, PNorm = 256.1589, GNorm = 5.8242, lr_0 = 9.9834e-04
Validation prc-auc = 0.056435
Epoch 2798
Loss = 1.3008e-01, PNorm = 256.2147, GNorm = 0.1793, lr_0 = 9.9834e-04
Validation prc-auc = 0.044433
Epoch 2799
Loss = 7.8033e-02, PNorm = 256.2534, GNorm = 2.0620, lr_0 = 9.9834e-04
Loss = 1.9714e-02, PNorm = 256.3188, GNorm = 0.3162, lr_0 = 9.9834e-04
Validation prc-auc = 0.055564
Epoch 2800
Loss = 2.9336e-02, PNorm = 256.3595, GNorm = 2.0554, lr_0 = 9.9834e-04
Validation prc-auc = 0.052774
Epoch 2801
Loss = 6.9915e-02, PNorm = 256.3985, GNorm = 0.9052, lr_0 = 9.9834e-04
Validation prc-auc = 0.057470
Epoch 2802
Loss = 3.0706e-02, PNorm = 256.4489, GNorm = 0.1665, lr_0 = 9.9834e-04
Validation prc-auc = 0.056996
Epoch 2803
Loss = 2.7485e-02, PNorm = 256.4908, GNorm = 0.1192, lr_0 = 9.9834e-04
Validation prc-auc = 0.055050
Epoch 2804
Loss = 1.9337e-02, PNorm = 256.5331, GNorm = 0.0412, lr_0 = 9.9834e-04
Validation prc-auc = 0.048966
Epoch 2805
Loss = 2.6116e-02, PNorm = 256.5708, GNorm = 0.1784, lr_0 = 9.9834e-04
Validation prc-auc = 0.046251
Epoch 2806
Loss = 1.6083e-02, PNorm = 256.6130, GNorm = 0.6316, lr_0 = 9.9834e-04
Validation prc-auc = 0.044052
Epoch 2807
Loss = 4.5043e-02, PNorm = 256.6528, GNorm = 0.8280, lr_0 = 9.9834e-04
Validation prc-auc = 0.034747
Epoch 2808
Loss = 1.7571e-02, PNorm = 256.7075, GNorm = 0.1030, lr_0 = 9.9834e-04
Validation prc-auc = 0.031031
Epoch 2809
Loss = 5.6852e-04, PNorm = 256.7665, GNorm = 0.0200, lr_0 = 9.9833e-04
Loss = 3.0924e-02, PNorm = 256.8112, GNorm = 1.2835, lr_0 = 9.9833e-04
Validation prc-auc = 0.028503
Epoch 2810
Loss = 2.4876e-02, PNorm = 256.8504, GNorm = 0.4944, lr_0 = 9.9833e-04
Validation prc-auc = 0.031488
Epoch 2811
Loss = 2.5022e-02, PNorm = 256.8820, GNorm = 1.0464, lr_0 = 9.9833e-04
Validation prc-auc = 0.036109
Epoch 2812
Loss = 1.7449e-02, PNorm = 256.9186, GNorm = 0.2841, lr_0 = 9.9833e-04
Validation prc-auc = 0.034767
Epoch 2813
Loss = 2.8878e-02, PNorm = 256.9524, GNorm = 0.3842, lr_0 = 9.9833e-04
Validation prc-auc = 0.031329
Epoch 2814
Loss = 1.2650e-02, PNorm = 256.9907, GNorm = 0.9332, lr_0 = 9.9833e-04
Validation prc-auc = 0.027751
Epoch 2815
Loss = 9.4858e-03, PNorm = 257.0309, GNorm = 0.3080, lr_0 = 9.9833e-04
Validation prc-auc = 0.027540
Epoch 2816
Loss = 1.3861e-02, PNorm = 257.0645, GNorm = 0.9563, lr_0 = 9.9833e-04
Validation prc-auc = 0.029491
Epoch 2817
Loss = 6.5335e-02, PNorm = 257.0970, GNorm = 1.5392, lr_0 = 9.9833e-04
Validation prc-auc = 0.041062
Epoch 2818
Loss = 1.4674e-02, PNorm = 257.1424, GNorm = 1.5690, lr_0 = 9.9833e-04
Validation prc-auc = 0.058022
Epoch 2819
Loss = 2.0851e-02, PNorm = 257.2289, GNorm = 0.7416, lr_0 = 9.9833e-04
Loss = 2.0792e-02, PNorm = 257.2931, GNorm = 1.3027, lr_0 = 9.9833e-04
Validation prc-auc = 0.043477
Epoch 2820
Loss = 2.2959e-02, PNorm = 257.3393, GNorm = 0.0283, lr_0 = 9.9833e-04
Validation prc-auc = 0.043152
Epoch 2821
Loss = 2.8616e-02, PNorm = 257.3861, GNorm = 2.1159, lr_0 = 9.9832e-04
Validation prc-auc = 0.063777
Epoch 2822
Loss = 6.5243e-03, PNorm = 257.4332, GNorm = 0.0868, lr_0 = 9.9832e-04
Validation prc-auc = 0.063251
Epoch 2823
Loss = 2.9566e-02, PNorm = 257.4609, GNorm = 0.0684, lr_0 = 9.9832e-04
Validation prc-auc = 0.066678
Epoch 2824
Loss = 4.2174e-02, PNorm = 257.4839, GNorm = 0.7157, lr_0 = 9.9832e-04
Validation prc-auc = 0.067586
Epoch 2825
Loss = 2.8964e-02, PNorm = 257.5155, GNorm = 0.7095, lr_0 = 9.9832e-04
Validation prc-auc = 0.061415
Epoch 2826
Loss = 4.6079e-03, PNorm = 257.5521, GNorm = 0.0742, lr_0 = 9.9832e-04
Validation prc-auc = 0.060742
Epoch 2827
Loss = 1.7414e-02, PNorm = 257.5733, GNorm = 1.2647, lr_0 = 9.9832e-04
Validation prc-auc = 0.056255
Epoch 2828
Loss = 1.3044e-02, PNorm = 257.6075, GNorm = 0.6685, lr_0 = 9.9832e-04
Validation prc-auc = 0.055155
Epoch 2829
Loss = 2.0490e-02, PNorm = 257.6449, GNorm = 2.6693, lr_0 = 9.9832e-04
Loss = 2.7571e-02, PNorm = 257.6770, GNorm = 0.3142, lr_0 = 9.9832e-04
Validation prc-auc = 0.053890
Epoch 2830
Loss = 4.5265e-02, PNorm = 257.7266, GNorm = 1.1310, lr_0 = 9.9832e-04
Validation prc-auc = 0.051280
Epoch 2831
Loss = 2.1887e-02, PNorm = 257.7833, GNorm = 0.0843, lr_0 = 9.9832e-04
Validation prc-auc = 0.037114
Epoch 2832
Loss = 3.5818e-02, PNorm = 257.8244, GNorm = 1.5079, lr_0 = 9.9832e-04
Validation prc-auc = 0.037116
Epoch 2833
Loss = 6.7099e-02, PNorm = 257.8779, GNorm = 1.9103, lr_0 = 9.9832e-04
Validation prc-auc = 0.049659
Epoch 2834
Loss = 4.1243e-02, PNorm = 257.9336, GNorm = 0.4358, lr_0 = 9.9832e-04
Validation prc-auc = 0.046099
Epoch 2835
Loss = 7.1532e-02, PNorm = 257.9886, GNorm = 0.7187, lr_0 = 9.9831e-04
Validation prc-auc = 0.042671
Epoch 2836
Loss = 2.2613e-02, PNorm = 258.0503, GNorm = 1.2790, lr_0 = 9.9831e-04
Validation prc-auc = 0.035579
Epoch 2837
Loss = 3.2455e-02, PNorm = 258.0949, GNorm = 2.5766, lr_0 = 9.9831e-04
Validation prc-auc = 0.039443
Epoch 2838
Loss = 6.8638e-02, PNorm = 258.1441, GNorm = 0.1459, lr_0 = 9.9831e-04
Validation prc-auc = 0.045636
Epoch 2839
Loss = 8.5242e-03, PNorm = 258.1998, GNorm = 0.3482, lr_0 = 9.9831e-04
Loss = 2.7479e-02, PNorm = 258.2524, GNorm = 0.7807, lr_0 = 9.9831e-04
Validation prc-auc = 0.048480
Epoch 2840
Loss = 3.5899e-02, PNorm = 258.3047, GNorm = 1.1606, lr_0 = 9.9831e-04
Validation prc-auc = 0.049565
Epoch 2841
Loss = 1.6055e-02, PNorm = 258.3423, GNorm = 0.3732, lr_0 = 9.9831e-04
Validation prc-auc = 0.050586
Epoch 2842
Loss = 1.9739e-02, PNorm = 258.3744, GNorm = 0.5318, lr_0 = 9.9831e-04
Validation prc-auc = 0.049154
Epoch 2843
Loss = 3.1627e-02, PNorm = 258.4076, GNorm = 0.4232, lr_0 = 9.9831e-04
Validation prc-auc = 0.045912
Epoch 2844
Loss = 2.8933e-02, PNorm = 258.4343, GNorm = 0.9285, lr_0 = 9.9831e-04
Validation prc-auc = 0.048969
Epoch 2845
Loss = 2.6363e-02, PNorm = 258.4773, GNorm = 0.2928, lr_0 = 9.9831e-04
Validation prc-auc = 0.050648
Epoch 2846
Loss = 4.6142e-02, PNorm = 258.5427, GNorm = 1.6627, lr_0 = 9.9831e-04
Validation prc-auc = 0.056928
Epoch 2847
Loss = 9.3933e-03, PNorm = 258.6053, GNorm = 0.1733, lr_0 = 9.9831e-04
Validation prc-auc = 0.039889
Epoch 2848
Loss = 4.0211e-02, PNorm = 258.6670, GNorm = 1.1441, lr_0 = 9.9830e-04
Validation prc-auc = 0.050085
Epoch 2849
Loss = 7.1486e-03, PNorm = 258.7409, GNorm = 0.3509, lr_0 = 9.9830e-04
Loss = 2.5327e-02, PNorm = 258.7900, GNorm = 0.1678, lr_0 = 9.9830e-04
Validation prc-auc = 0.061011
Epoch 2850
Loss = 2.7303e-02, PNorm = 258.8214, GNorm = 0.6061, lr_0 = 9.9830e-04
Validation prc-auc = 0.053222
Epoch 2851
Loss = 2.2691e-02, PNorm = 258.8632, GNorm = 1.3206, lr_0 = 9.9830e-04
Validation prc-auc = 0.068970
Epoch 2852
Loss = 2.9946e-02, PNorm = 258.8930, GNorm = 1.6320, lr_0 = 9.9830e-04
Validation prc-auc = 0.063571
Epoch 2853
Loss = 2.5254e-02, PNorm = 258.9383, GNorm = 0.6003, lr_0 = 9.9830e-04
Validation prc-auc = 0.056369
Epoch 2854
Loss = 7.0051e-03, PNorm = 258.9853, GNorm = 0.5578, lr_0 = 9.9830e-04
Validation prc-auc = 0.058162
Epoch 2855
Loss = 3.4970e-02, PNorm = 259.0249, GNorm = 1.8467, lr_0 = 9.9830e-04
Validation prc-auc = 0.054081
Epoch 2856
Loss = 1.6561e-02, PNorm = 259.0648, GNorm = 0.1366, lr_0 = 9.9830e-04
Validation prc-auc = 0.047252
Epoch 2857
Loss = 1.1575e-02, PNorm = 259.1230, GNorm = 0.0804, lr_0 = 9.9830e-04
Validation prc-auc = 0.029971
Epoch 2858
Loss = 4.6578e-02, PNorm = 259.1573, GNorm = 0.7723, lr_0 = 9.9830e-04
Validation prc-auc = 0.029475
Epoch 2859
Loss = 4.3059e-03, PNorm = 259.1898, GNorm = 0.3197, lr_0 = 9.9830e-04
Loss = 1.9623e-02, PNorm = 259.2293, GNorm = 0.6037, lr_0 = 9.9830e-04
Validation prc-auc = 0.044376
Epoch 2860
Loss = 4.7694e-02, PNorm = 259.2607, GNorm = 1.9100, lr_0 = 9.9830e-04
Validation prc-auc = 0.046971
Epoch 2861
Loss = 1.1069e-02, PNorm = 259.3035, GNorm = 0.2657, lr_0 = 9.9829e-04
Validation prc-auc = 0.051123
Epoch 2862
Loss = 3.3106e-02, PNorm = 259.3267, GNorm = 0.7620, lr_0 = 9.9829e-04
Validation prc-auc = 0.046508
Epoch 2863
Loss = 1.3568e-02, PNorm = 259.3570, GNorm = 0.4615, lr_0 = 9.9829e-04
Validation prc-auc = 0.041182
Epoch 2864
Loss = 1.6127e-02, PNorm = 259.3912, GNorm = 2.2108, lr_0 = 9.9829e-04
Validation prc-auc = 0.042067
Epoch 2865
Loss = 3.2238e-02, PNorm = 259.4070, GNorm = 0.0340, lr_0 = 9.9829e-04
Validation prc-auc = 0.044471
Epoch 2866
Loss = 6.4838e-03, PNorm = 259.4306, GNorm = 0.0371, lr_0 = 9.9829e-04
Validation prc-auc = 0.042364
Epoch 2867
Loss = 5.8370e-03, PNorm = 259.4545, GNorm = 0.3546, lr_0 = 9.9829e-04
Validation prc-auc = 0.047095
Epoch 2868
Loss = 1.7700e-03, PNorm = 259.4811, GNorm = 0.1311, lr_0 = 9.9829e-04
Validation prc-auc = 0.049892
Epoch 2869
Loss = 7.3626e-02, PNorm = 259.4997, GNorm = 1.6644, lr_0 = 9.9829e-04
Loss = 1.7850e-02, PNorm = 259.5235, GNorm = 1.1556, lr_0 = 9.9829e-04
Validation prc-auc = 0.056403
Epoch 2870
Loss = 2.3381e-02, PNorm = 259.5597, GNorm = 1.5175, lr_0 = 9.9829e-04
Validation prc-auc = 0.049223
Epoch 2871
Loss = 5.0838e-02, PNorm = 259.6163, GNorm = 0.4373, lr_0 = 9.9829e-04
Validation prc-auc = 0.043177
Epoch 2872
Loss = 2.8873e-02, PNorm = 259.6731, GNorm = 0.7536, lr_0 = 9.9829e-04
Validation prc-auc = 0.043742
Epoch 2873
Loss = 2.6599e-02, PNorm = 259.7213, GNorm = 1.8310, lr_0 = 9.9829e-04
Validation prc-auc = 0.044324
Epoch 2874
Loss = 2.1963e-02, PNorm = 259.7852, GNorm = 0.8103, lr_0 = 9.9828e-04
Validation prc-auc = 0.043098
Epoch 2875
Loss = 3.5247e-02, PNorm = 259.8346, GNorm = 1.3030, lr_0 = 9.9828e-04
Validation prc-auc = 0.046966
Epoch 2876
Loss = 2.0586e-02, PNorm = 259.8923, GNorm = 0.0720, lr_0 = 9.9828e-04
Validation prc-auc = 0.053127
Epoch 2877
Loss = 8.0177e-02, PNorm = 259.9523, GNorm = 0.0642, lr_0 = 9.9828e-04
Validation prc-auc = 0.055011
Epoch 2878
Loss = 1.7331e-02, PNorm = 260.0194, GNorm = 1.4518, lr_0 = 9.9828e-04
Validation prc-auc = 0.052614
Epoch 2879
Loss = 2.9338e-04, PNorm = 260.0780, GNorm = 0.0093, lr_0 = 9.9828e-04
Loss = 7.4852e-03, PNorm = 260.1134, GNorm = 0.5483, lr_0 = 9.9828e-04
Validation prc-auc = 0.053061
Epoch 2880
Loss = 3.1065e-02, PNorm = 260.1295, GNorm = 2.3098, lr_0 = 9.9828e-04
Validation prc-auc = 0.056860
Epoch 2881
Loss = 2.3635e-02, PNorm = 260.1734, GNorm = 0.0928, lr_0 = 9.9828e-04
Validation prc-auc = 0.047714
Epoch 2882
Loss = 4.7354e-02, PNorm = 260.2119, GNorm = 2.1577, lr_0 = 9.9828e-04
Validation prc-auc = 0.049061
Epoch 2883
Loss = 1.9128e-02, PNorm = 260.2624, GNorm = 1.4186, lr_0 = 9.9828e-04
Validation prc-auc = 0.059190
Epoch 2884
Loss = 2.4078e-02, PNorm = 260.3100, GNorm = 0.0616, lr_0 = 9.9828e-04
Validation prc-auc = 0.072359
Epoch 2885
Loss = 4.2425e-02, PNorm = 260.3637, GNorm = 0.0431, lr_0 = 9.9828e-04
Validation prc-auc = 0.062700
Epoch 2886
Loss = 4.2288e-02, PNorm = 260.4195, GNorm = 0.2315, lr_0 = 9.9828e-04
Validation prc-auc = 0.068538
Epoch 2887
Loss = 3.0063e-02, PNorm = 260.4891, GNorm = 0.2584, lr_0 = 9.9828e-04
Validation prc-auc = 0.068771
Epoch 2888
Loss = 7.0687e-02, PNorm = 260.5504, GNorm = 0.3608, lr_0 = 9.9827e-04
Validation prc-auc = 0.064169
Epoch 2889
Loss = 1.9312e-02, PNorm = 260.6146, GNorm = 0.8019, lr_0 = 9.9827e-04
Loss = 1.6004e-02, PNorm = 260.6610, GNorm = 0.0424, lr_0 = 9.9827e-04
Validation prc-auc = 0.061644
Epoch 2890
Loss = 2.3170e-02, PNorm = 260.6891, GNorm = 1.4309, lr_0 = 9.9827e-04
Validation prc-auc = 0.055891
Epoch 2891
Loss = 1.3466e-02, PNorm = 260.7207, GNorm = 0.0819, lr_0 = 9.9827e-04
Validation prc-auc = 0.060924
Epoch 2892
Loss = 1.2604e-02, PNorm = 260.7600, GNorm = 0.0915, lr_0 = 9.9827e-04
Validation prc-auc = 0.054642
Epoch 2893
Loss = 5.9344e-02, PNorm = 260.7962, GNorm = 1.0814, lr_0 = 9.9827e-04
Validation prc-auc = 0.048636
Epoch 2894
Loss = 1.0544e-02, PNorm = 260.8498, GNorm = 0.2689, lr_0 = 9.9827e-04
Validation prc-auc = 0.043766
Epoch 2895
Loss = 4.8595e-02, PNorm = 260.9036, GNorm = 0.3555, lr_0 = 9.9827e-04
Validation prc-auc = 0.040410
Epoch 2896
Loss = 1.6434e-02, PNorm = 260.9544, GNorm = 0.8562, lr_0 = 9.9827e-04
Validation prc-auc = 0.053010
Epoch 2897
Loss = 1.0542e-01, PNorm = 260.9993, GNorm = 2.0945, lr_0 = 9.9827e-04
Validation prc-auc = 0.040820
Epoch 2898
Loss = 2.1422e-02, PNorm = 261.0440, GNorm = 0.7751, lr_0 = 9.9827e-04
Validation prc-auc = 0.027541
Epoch 2899
Loss = 9.0168e-03, PNorm = 261.1018, GNorm = 0.2763, lr_0 = 9.9827e-04
Loss = 2.7207e-02, PNorm = 261.1743, GNorm = 0.0379, lr_0 = 9.9827e-04
Validation prc-auc = 0.056033
Epoch 2900
Loss = 5.6291e-02, PNorm = 261.2284, GNorm = 2.0172, lr_0 = 9.9827e-04
Validation prc-auc = 0.059966
Epoch 2901
Loss = 5.5362e-02, PNorm = 261.2920, GNorm = 1.3200, lr_0 = 9.9826e-04
Validation prc-auc = 0.040317
Epoch 2902
Loss = 4.9768e-02, PNorm = 261.3828, GNorm = 0.3553, lr_0 = 9.9826e-04
Validation prc-auc = 0.049529
Epoch 2903
Loss = 6.9831e-02, PNorm = 261.4849, GNorm = 0.0931, lr_0 = 9.9826e-04
Validation prc-auc = 0.048841
Epoch 2904
Loss = 3.9778e-02, PNorm = 261.5593, GNorm = 1.1256, lr_0 = 9.9826e-04
Validation prc-auc = 0.048868
Epoch 2905
Loss = 3.7129e-02, PNorm = 261.6218, GNorm = 0.7667, lr_0 = 9.9826e-04
Validation prc-auc = 0.040234
Epoch 2906
Loss = 1.2362e-02, PNorm = 261.6793, GNorm = 0.5643, lr_0 = 9.9826e-04
Validation prc-auc = 0.044551
Epoch 2907
Loss = 2.7648e-02, PNorm = 261.7179, GNorm = 2.1152, lr_0 = 9.9826e-04
Validation prc-auc = 0.041920
Epoch 2908
Loss = 1.2559e-03, PNorm = 261.7673, GNorm = 0.0716, lr_0 = 9.9826e-04
Validation prc-auc = 0.042560
Epoch 2909
Loss = 5.3387e-02, PNorm = 261.8115, GNorm = 1.5737, lr_0 = 9.9826e-04
Loss = 4.8674e-02, PNorm = 261.8594, GNorm = 2.0459, lr_0 = 9.9826e-04
Validation prc-auc = 0.049974
Epoch 2910
Loss = 2.3033e-02, PNorm = 261.9091, GNorm = 0.0839, lr_0 = 9.9826e-04
Validation prc-auc = 0.046731
Epoch 2911
Loss = 6.7920e-03, PNorm = 261.9514, GNorm = 0.1729, lr_0 = 9.9826e-04
Validation prc-auc = 0.048437
Epoch 2912
Loss = 3.6873e-02, PNorm = 261.9782, GNorm = 2.0064, lr_0 = 9.9826e-04
Validation prc-auc = 0.041752
Epoch 2913
Loss = 2.6442e-02, PNorm = 262.0432, GNorm = 1.8496, lr_0 = 9.9826e-04
Validation prc-auc = 0.033456
Epoch 2914
Loss = 1.0052e-01, PNorm = 262.0985, GNorm = 2.5443, lr_0 = 9.9825e-04
Validation prc-auc = 0.054308
Epoch 2915
Loss = 4.1768e-02, PNorm = 262.1793, GNorm = 0.1767, lr_0 = 9.9825e-04
Validation prc-auc = 0.050132
Epoch 2916
Loss = 5.8690e-02, PNorm = 262.2451, GNorm = 1.1997, lr_0 = 9.9825e-04
Validation prc-auc = 0.041439
Epoch 2917
Loss = 9.2312e-02, PNorm = 262.3056, GNorm = 1.4563, lr_0 = 9.9825e-04
Validation prc-auc = 0.038886
Epoch 2918
Loss = 9.4329e-03, PNorm = 262.3708, GNorm = 0.4805, lr_0 = 9.9825e-04
Validation prc-auc = 0.036877
Epoch 2919
Loss = 2.6744e-02, PNorm = 262.4189, GNorm = 1.2240, lr_0 = 9.9825e-04
Loss = 4.1392e-02, PNorm = 262.4832, GNorm = 0.6182, lr_0 = 9.9825e-04
Validation prc-auc = 0.051537
Epoch 2920
Loss = 3.1403e-02, PNorm = 262.5321, GNorm = 2.7671, lr_0 = 9.9825e-04
Validation prc-auc = 0.054197
Epoch 2921
Loss = 5.5164e-02, PNorm = 262.5710, GNorm = 0.1888, lr_0 = 9.9825e-04
Validation prc-auc = 0.050836
Epoch 2922
Loss = 1.8254e-02, PNorm = 262.6327, GNorm = 0.0406, lr_0 = 9.9825e-04
Validation prc-auc = 0.056290
Epoch 2923
Loss = 4.8273e-02, PNorm = 262.7059, GNorm = 1.5700, lr_0 = 9.9825e-04
Validation prc-auc = 0.051920
Epoch 2924
Loss = 4.3371e-02, PNorm = 262.7762, GNorm = 0.3226, lr_0 = 9.9825e-04
Validation prc-auc = 0.037671
Epoch 2925
Loss = 6.6454e-02, PNorm = 262.8453, GNorm = 2.0005, lr_0 = 9.9825e-04
Validation prc-auc = 0.030726
Epoch 2926
Loss = 2.1814e-02, PNorm = 262.9008, GNorm = 0.4493, lr_0 = 9.9825e-04
Validation prc-auc = 0.035230
Epoch 2927
Loss = 1.6006e-02, PNorm = 262.9442, GNorm = 0.2214, lr_0 = 9.9825e-04
Validation prc-auc = 0.031531
Epoch 2928
Loss = 2.4552e-02, PNorm = 262.9877, GNorm = 0.4408, lr_0 = 9.9824e-04
Validation prc-auc = 0.036119
Epoch 2929
Loss = 1.5398e-01, PNorm = 263.0148, GNorm = 2.0533, lr_0 = 9.9824e-04
Loss = 4.8211e-02, PNorm = 263.1052, GNorm = 0.4829, lr_0 = 9.9824e-04
Validation prc-auc = 0.040938
Epoch 2930
Loss = 2.1214e-02, PNorm = 263.1663, GNorm = 2.6231, lr_0 = 9.9824e-04
Validation prc-auc = 0.039892
Epoch 2931
Loss = 3.0871e-02, PNorm = 263.2025, GNorm = 1.0940, lr_0 = 9.9824e-04
Validation prc-auc = 0.051311
Epoch 2932
Loss = 4.4780e-02, PNorm = 263.2471, GNorm = 0.3097, lr_0 = 9.9824e-04
Validation prc-auc = 0.045459
Epoch 2933
Loss = 3.6406e-02, PNorm = 263.2988, GNorm = 0.9359, lr_0 = 9.9824e-04
Validation prc-auc = 0.046458
Epoch 2934
Loss = 2.9732e-02, PNorm = 263.3389, GNorm = 0.4967, lr_0 = 9.9824e-04
Validation prc-auc = 0.059126
Epoch 2935
Loss = 4.2754e-02, PNorm = 263.3836, GNorm = 0.2992, lr_0 = 9.9824e-04
Validation prc-auc = 0.062610
Epoch 2936
Loss = 5.5634e-03, PNorm = 263.4238, GNorm = 0.3779, lr_0 = 9.9824e-04
Validation prc-auc = 0.059735
Epoch 2937
Loss = 8.2810e-03, PNorm = 263.4595, GNorm = 0.7145, lr_0 = 9.9824e-04
Validation prc-auc = 0.055131
Epoch 2938
Loss = 7.6968e-02, PNorm = 263.5005, GNorm = 2.1571, lr_0 = 9.9824e-04
Validation prc-auc = 0.061651
Epoch 2939
Loss = 2.0506e-03, PNorm = 263.5447, GNorm = 0.0887, lr_0 = 9.9824e-04
Loss = 3.0154e-02, PNorm = 263.5668, GNorm = 0.4469, lr_0 = 9.9824e-04
Validation prc-auc = 0.050290
Epoch 2940
Loss = 1.8011e-02, PNorm = 263.5975, GNorm = 0.4393, lr_0 = 9.9823e-04
Validation prc-auc = 0.037980
Epoch 2941
Loss = 6.6019e-02, PNorm = 263.6325, GNorm = 2.2250, lr_0 = 9.9823e-04
Validation prc-auc = 0.041940
Epoch 2942
Loss = 6.0374e-02, PNorm = 263.6914, GNorm = 1.0054, lr_0 = 9.9823e-04
Validation prc-auc = 0.046245
Epoch 2943
Loss = 5.1211e-02, PNorm = 263.7443, GNorm = 2.6436, lr_0 = 9.9823e-04
Validation prc-auc = 0.055332
Epoch 2944
Loss = 4.3206e-02, PNorm = 263.8053, GNorm = 0.5988, lr_0 = 9.9823e-04
Validation prc-auc = 0.042296
Epoch 2945
Loss = 3.4495e-02, PNorm = 263.8702, GNorm = 2.1880, lr_0 = 9.9823e-04
Validation prc-auc = 0.036710
Epoch 2946
Loss = 2.5741e-02, PNorm = 263.9144, GNorm = 1.8964, lr_0 = 9.9823e-04
Validation prc-auc = 0.036342
Epoch 2947
Loss = 2.2575e-02, PNorm = 263.9508, GNorm = 0.2871, lr_0 = 9.9823e-04
Validation prc-auc = 0.035142
Epoch 2948
Loss = 2.0683e-02, PNorm = 263.9760, GNorm = 0.2233, lr_0 = 9.9823e-04
Validation prc-auc = 0.035787
Epoch 2949
Loss = 9.8673e-04, PNorm = 264.0137, GNorm = 0.0330, lr_0 = 9.9823e-04
Loss = 3.3641e-02, PNorm = 264.0498, GNorm = 0.1642, lr_0 = 9.9823e-04
Validation prc-auc = 0.034522
Epoch 2950
Loss = 3.0157e-02, PNorm = 264.0933, GNorm = 0.4361, lr_0 = 9.9823e-04
Validation prc-auc = 0.031683
Epoch 2951
Loss = 3.2627e-02, PNorm = 264.1389, GNorm = 0.2474, lr_0 = 9.9823e-04
Validation prc-auc = 0.023031
Epoch 2952
Loss = 2.7142e-02, PNorm = 264.1919, GNorm = 0.3196, lr_0 = 9.9823e-04
Validation prc-auc = 0.019843
Epoch 2953
Loss = 1.2302e-02, PNorm = 264.2415, GNorm = 0.3230, lr_0 = 9.9823e-04
Validation prc-auc = 0.022783
Epoch 2954
Loss = 3.5472e-02, PNorm = 264.2768, GNorm = 1.7634, lr_0 = 9.9822e-04
Validation prc-auc = 0.027320
Epoch 2955
Loss = 4.2564e-02, PNorm = 264.3127, GNorm = 2.4878, lr_0 = 9.9822e-04
Validation prc-auc = 0.042475
Epoch 2956
Loss = 2.2566e-02, PNorm = 264.3541, GNorm = 0.7341, lr_0 = 9.9822e-04
Validation prc-auc = 0.040062
Epoch 2957
Loss = 7.1702e-02, PNorm = 264.4028, GNorm = 0.8139, lr_0 = 9.9822e-04
Validation prc-auc = 0.043091
Epoch 2958
Loss = 3.1414e-03, PNorm = 264.4619, GNorm = 0.0483, lr_0 = 9.9822e-04
Validation prc-auc = 0.043275
Epoch 2959
Loss = 7.0799e-02, PNorm = 264.5059, GNorm = 1.4513, lr_0 = 9.9822e-04
Loss = 3.4330e-02, PNorm = 264.5377, GNorm = 1.5766, lr_0 = 9.9822e-04
Validation prc-auc = 0.046108
Epoch 2960
Loss = 3.5336e-02, PNorm = 264.5897, GNorm = 0.8791, lr_0 = 9.9822e-04
Validation prc-auc = 0.048135
Epoch 2961
Loss = 1.6334e-02, PNorm = 264.6343, GNorm = 0.5163, lr_0 = 9.9822e-04
Validation prc-auc = 0.042760
Epoch 2962
Loss = 4.7149e-02, PNorm = 264.6701, GNorm = 3.0384, lr_0 = 9.9822e-04
Validation prc-auc = 0.041940
Epoch 2963
Loss = 5.8063e-02, PNorm = 264.7417, GNorm = 0.1004, lr_0 = 9.9822e-04
Validation prc-auc = 0.053040
Epoch 2964
Loss = 4.1495e-02, PNorm = 264.8025, GNorm = 0.3956, lr_0 = 9.9822e-04
Validation prc-auc = 0.055700
Epoch 2965
Loss = 2.8772e-02, PNorm = 264.8409, GNorm = 0.2874, lr_0 = 9.9822e-04
Validation prc-auc = 0.047263
Epoch 2966
Loss = 6.2223e-02, PNorm = 264.8997, GNorm = 1.3840, lr_0 = 9.9822e-04
Validation prc-auc = 0.073568
Epoch 2967
Loss = 7.9370e-03, PNorm = 264.9700, GNorm = 0.5062, lr_0 = 9.9821e-04
Validation prc-auc = 0.063529
Epoch 2968
Loss = 1.8489e-02, PNorm = 265.0033, GNorm = 0.7078, lr_0 = 9.9821e-04
Validation prc-auc = 0.066536
Epoch 2969
Loss = 2.1491e-01, PNorm = 265.0306, GNorm = 1.4118, lr_0 = 9.9821e-04
Loss = 2.6788e-02, PNorm = 265.0759, GNorm = 0.1934, lr_0 = 9.9821e-04
Validation prc-auc = 0.053132
Epoch 2970
Loss = 2.6005e-02, PNorm = 265.1149, GNorm = 0.9316, lr_0 = 9.9821e-04
Validation prc-auc = 0.055045
Epoch 2971
Loss = 2.6471e-02, PNorm = 265.1560, GNorm = 1.0020, lr_0 = 9.9821e-04
Validation prc-auc = 0.070638
Epoch 2972
Loss = 3.5102e-02, PNorm = 265.1970, GNorm = 0.8188, lr_0 = 9.9821e-04
Validation prc-auc = 0.070103
Epoch 2973
Loss = 2.8033e-02, PNorm = 265.2346, GNorm = 0.0643, lr_0 = 9.9821e-04
Validation prc-auc = 0.063019
Epoch 2974
Loss = 2.1916e-02, PNorm = 265.2712, GNorm = 0.4310, lr_0 = 9.9821e-04
Validation prc-auc = 0.059103
Epoch 2975
Loss = 3.6709e-02, PNorm = 265.3114, GNorm = 1.3960, lr_0 = 9.9821e-04
Validation prc-auc = 0.059996
Epoch 2976
Loss = 4.2586e-02, PNorm = 265.3496, GNorm = 1.0985, lr_0 = 9.9821e-04
Validation prc-auc = 0.061253
Epoch 2977
Loss = 1.1898e-02, PNorm = 265.3901, GNorm = 0.0445, lr_0 = 9.9821e-04
Validation prc-auc = 0.064051
Epoch 2978
Loss = 2.1553e-02, PNorm = 265.4277, GNorm = 0.8790, lr_0 = 9.9821e-04
Validation prc-auc = 0.062287
Epoch 2979
Loss = 6.9546e-03, PNorm = 265.4614, GNorm = 0.3195, lr_0 = 9.9821e-04
Loss = 4.9505e-02, PNorm = 265.4911, GNorm = 1.2612, lr_0 = 9.9821e-04
Validation prc-auc = 0.056291
Epoch 2980
Loss = 3.2495e-02, PNorm = 265.5519, GNorm = 0.1236, lr_0 = 9.9820e-04
Validation prc-auc = 0.056156
Epoch 2981
Loss = 1.0319e-02, PNorm = 265.5957, GNorm = 0.0601, lr_0 = 9.9820e-04
Validation prc-auc = 0.054559
Epoch 2982
Loss = 1.2472e-02, PNorm = 265.6212, GNorm = 1.2495, lr_0 = 9.9820e-04
Validation prc-auc = 0.055846
Epoch 2983
Loss = 3.0478e-02, PNorm = 265.6382, GNorm = 2.2928, lr_0 = 9.9820e-04
Validation prc-auc = 0.059638
Epoch 2984
Loss = 8.7447e-03, PNorm = 265.6846, GNorm = 1.0601, lr_0 = 9.9820e-04
Validation prc-auc = 0.060404
Epoch 2985
Loss = 8.7258e-02, PNorm = 265.7138, GNorm = 0.1251, lr_0 = 9.9820e-04
Validation prc-auc = 0.059882
Epoch 2986
Loss = 1.2495e-02, PNorm = 265.7536, GNorm = 1.0481, lr_0 = 9.9820e-04
Validation prc-auc = 0.064800
Epoch 2987
Loss = 2.4364e-02, PNorm = 265.7961, GNorm = 0.1548, lr_0 = 9.9820e-04
Validation prc-auc = 0.068546
Epoch 2988
Loss = 1.0109e-02, PNorm = 265.8435, GNorm = 0.1037, lr_0 = 9.9820e-04
Validation prc-auc = 0.070151
Epoch 2989
Loss = 3.9418e-02, PNorm = 265.8703, GNorm = 1.8561, lr_0 = 9.9820e-04
Loss = 1.6758e-02, PNorm = 265.9004, GNorm = 0.9547, lr_0 = 9.9820e-04
Validation prc-auc = 0.075518
Epoch 2990
Loss = 5.0294e-02, PNorm = 265.9506, GNorm = 0.0354, lr_0 = 9.9820e-04
Validation prc-auc = 0.072308
Epoch 2991
Loss = 3.3641e-02, PNorm = 265.9974, GNorm = 0.1874, lr_0 = 9.9820e-04
Validation prc-auc = 0.071076
Epoch 2992
Loss = 2.2126e-02, PNorm = 266.0384, GNorm = 1.3042, lr_0 = 9.9820e-04
Validation prc-auc = 0.067592
Epoch 2993
Loss = 1.3553e-02, PNorm = 266.0800, GNorm = 0.2085, lr_0 = 9.9819e-04
Validation prc-auc = 0.066411
Epoch 2994
Loss = 4.4384e-02, PNorm = 266.1075, GNorm = 0.4439, lr_0 = 9.9819e-04
Validation prc-auc = 0.065052
Epoch 2995
Loss = 5.6204e-02, PNorm = 266.1491, GNorm = 1.6131, lr_0 = 9.9819e-04
Validation prc-auc = 0.072305
Epoch 2996
Loss = 6.3772e-03, PNorm = 266.2057, GNorm = 0.0368, lr_0 = 9.9819e-04
Validation prc-auc = 0.065785
Epoch 2997
Loss = 1.4302e-02, PNorm = 266.2446, GNorm = 1.0432, lr_0 = 9.9819e-04
Validation prc-auc = 0.050618
Epoch 2998
Loss = 6.3136e-03, PNorm = 266.2775, GNorm = 0.2150, lr_0 = 9.9819e-04
Validation prc-auc = 0.060487
Epoch 2999
Loss = 2.2249e-02, PNorm = 266.3117, GNorm = 0.7002, lr_0 = 9.9819e-04
Loss = 2.6261e-02, PNorm = 266.3431, GNorm = 1.3555, lr_0 = 9.9819e-04
Validation prc-auc = 0.068785
Epoch 3000
Loss = 3.7552e-02, PNorm = 266.3673, GNorm = 1.6429, lr_0 = 9.9819e-04
Validation prc-auc = 0.056873
Epoch 3001
Loss = 1.7323e-02, PNorm = 266.4080, GNorm = 0.8895, lr_0 = 9.9819e-04
Validation prc-auc = 0.069526
Epoch 3002
Loss = 1.8243e-02, PNorm = 266.4481, GNorm = 0.1845, lr_0 = 9.9819e-04
Validation prc-auc = 0.059738
Epoch 3003
Loss = 1.6806e-02, PNorm = 266.4827, GNorm = 0.4154, lr_0 = 9.9819e-04
Validation prc-auc = 0.066821
Epoch 3004
Loss = 1.7279e-02, PNorm = 266.5196, GNorm = 1.3467, lr_0 = 9.9819e-04
Validation prc-auc = 0.060427
Epoch 3005
Loss = 2.8480e-02, PNorm = 266.5462, GNorm = 0.8889, lr_0 = 9.9819e-04
Validation prc-auc = 0.063217
Epoch 3006
Loss = 7.3232e-03, PNorm = 266.5872, GNorm = 0.3022, lr_0 = 9.9819e-04
Validation prc-auc = 0.072132
Epoch 3007
Loss = 9.9033e-03, PNorm = 266.6526, GNorm = 1.1017, lr_0 = 9.9818e-04
Validation prc-auc = 0.071293
Epoch 3008
Loss = 2.7769e-02, PNorm = 266.6899, GNorm = 0.1166, lr_0 = 9.9818e-04
Validation prc-auc = 0.070573
Epoch 3009
Loss = 1.8676e-03, PNorm = 266.7287, GNorm = 0.0847, lr_0 = 9.9818e-04
Loss = 6.3412e-02, PNorm = 266.7691, GNorm = 0.3448, lr_0 = 9.9818e-04
Validation prc-auc = 0.064373
Epoch 3010
Loss = 4.7551e-02, PNorm = 266.8480, GNorm = 0.1983, lr_0 = 9.9818e-04
Validation prc-auc = 0.063807
Epoch 3011
Loss = 1.5435e-02, PNorm = 266.9077, GNorm = 0.2767, lr_0 = 9.9818e-04
Validation prc-auc = 0.069818
Epoch 3012
Loss = 2.9247e-02, PNorm = 266.9423, GNorm = 0.5182, lr_0 = 9.9818e-04
Validation prc-auc = 0.059636
Epoch 3013
Loss = 2.1470e-02, PNorm = 266.9734, GNorm = 0.9224, lr_0 = 9.9818e-04
Validation prc-auc = 0.052091
Epoch 3014
Loss = 5.3193e-02, PNorm = 267.0208, GNorm = 0.7164, lr_0 = 9.9818e-04
Validation prc-auc = 0.037447
Epoch 3015
Loss = 6.8664e-03, PNorm = 267.0610, GNorm = 0.1324, lr_0 = 9.9818e-04
Validation prc-auc = 0.031582
Epoch 3016
Loss = 1.5693e-02, PNorm = 267.0968, GNorm = 1.0605, lr_0 = 9.9818e-04
Validation prc-auc = 0.032476
Epoch 3017
Loss = 9.3664e-02, PNorm = 267.1399, GNorm = 0.1925, lr_0 = 9.9818e-04
Validation prc-auc = 0.038145
Epoch 3018
Loss = 1.9391e-02, PNorm = 267.1853, GNorm = 0.6732, lr_0 = 9.9818e-04
Validation prc-auc = 0.056748
Epoch 3019
Loss = 7.5550e-02, PNorm = 267.2513, GNorm = 2.0830, lr_0 = 9.9818e-04
Loss = 4.9972e-02, PNorm = 267.3030, GNorm = 2.5956, lr_0 = 9.9817e-04
Validation prc-auc = 0.064891
Epoch 3020
Loss = 2.3865e-02, PNorm = 267.3782, GNorm = 0.1498, lr_0 = 9.9817e-04
Validation prc-auc = 0.064945
Epoch 3021
Loss = 3.2749e-02, PNorm = 267.4372, GNorm = 1.9083, lr_0 = 9.9817e-04
Validation prc-auc = 0.063390
Epoch 3022
Loss = 2.5749e-02, PNorm = 267.4777, GNorm = 1.7754, lr_0 = 9.9817e-04
Validation prc-auc = 0.076494
Epoch 3023
Loss = 3.5270e-02, PNorm = 267.5103, GNorm = 0.4497, lr_0 = 9.9817e-04
Validation prc-auc = 0.077152
Epoch 3024
Loss = 2.3427e-02, PNorm = 267.5501, GNorm = 0.0607, lr_0 = 9.9817e-04
Validation prc-auc = 0.073620
Epoch 3025
Loss = 1.8646e-02, PNorm = 267.5779, GNorm = 0.9115, lr_0 = 9.9817e-04
Validation prc-auc = 0.078587
Epoch 3026
Loss = 4.2945e-03, PNorm = 267.6016, GNorm = 0.1711, lr_0 = 9.9817e-04
Validation prc-auc = 0.079736
Epoch 3027
Loss = 1.0794e-02, PNorm = 267.6207, GNorm = 1.6055, lr_0 = 9.9817e-04
Validation prc-auc = 0.080620
Epoch 3028
Loss = 8.2522e-02, PNorm = 267.6474, GNorm = 2.9564, lr_0 = 9.9817e-04
Validation prc-auc = 0.070057
Epoch 3029
Loss = 4.8937e-02, PNorm = 267.6970, GNorm = 1.1673, lr_0 = 9.9817e-04
Loss = 4.5721e-02, PNorm = 267.7562, GNorm = 1.2747, lr_0 = 9.9817e-04
Validation prc-auc = 0.069211
Epoch 3030
Loss = 3.1811e-02, PNorm = 267.8087, GNorm = 0.0141, lr_0 = 9.9817e-04
Validation prc-auc = 0.055262
Epoch 3031
Loss = 2.6223e-02, PNorm = 267.8510, GNorm = 0.1019, lr_0 = 9.9817e-04
Validation prc-auc = 0.051860
Epoch 3032
Loss = 1.8225e-02, PNorm = 267.8926, GNorm = 0.1095, lr_0 = 9.9817e-04
Validation prc-auc = 0.053804
Epoch 3033
Loss = 1.2603e-02, PNorm = 267.9291, GNorm = 1.5312, lr_0 = 9.9816e-04
Validation prc-auc = 0.050057
Epoch 3034
Loss = 2.8124e-03, PNorm = 267.9629, GNorm = 0.3301, lr_0 = 9.9816e-04
Validation prc-auc = 0.046493
Epoch 3035
Loss = 2.6097e-02, PNorm = 267.9920, GNorm = 1.2970, lr_0 = 9.9816e-04
Validation prc-auc = 0.043287
Epoch 3036
Loss = 4.8964e-03, PNorm = 268.0366, GNorm = 0.3876, lr_0 = 9.9816e-04
Validation prc-auc = 0.055326
Epoch 3037
Loss = 6.1337e-03, PNorm = 268.0852, GNorm = 0.0129, lr_0 = 9.9816e-04
Validation prc-auc = 0.048936
Epoch 3038
Loss = 2.0942e-02, PNorm = 268.1325, GNorm = 1.1478, lr_0 = 9.9816e-04
Validation prc-auc = 0.048631
Epoch 3039
Loss = 4.6401e-02, PNorm = 268.1729, GNorm = 1.1488, lr_0 = 9.9816e-04
Loss = 2.0817e-02, PNorm = 268.2080, GNorm = 0.4215, lr_0 = 9.9816e-04
Validation prc-auc = 0.035638
Epoch 3040
Loss = 7.0549e-03, PNorm = 268.2479, GNorm = 0.0338, lr_0 = 9.9816e-04
Validation prc-auc = 0.033681
Epoch 3041
Loss = 3.7789e-02, PNorm = 268.2815, GNorm = 0.6697, lr_0 = 9.9816e-04
Validation prc-auc = 0.029002
Epoch 3042
Loss = 3.2714e-02, PNorm = 268.3268, GNorm = 3.0640, lr_0 = 9.9816e-04
Validation prc-auc = 0.030022
Epoch 3043
Loss = 1.2850e-02, PNorm = 268.3897, GNorm = 1.0939, lr_0 = 9.9816e-04
Validation prc-auc = 0.036856
Epoch 3044
Loss = 1.3345e-02, PNorm = 268.4363, GNorm = 0.1534, lr_0 = 9.9816e-04
Validation prc-auc = 0.040273
Epoch 3045
Loss = 2.5075e-02, PNorm = 268.4775, GNorm = 0.1930, lr_0 = 9.9816e-04
Validation prc-auc = 0.045433
Epoch 3046
Loss = 5.7667e-02, PNorm = 268.5221, GNorm = 0.2138, lr_0 = 9.9816e-04
Validation prc-auc = 0.046735
Epoch 3047
Loss = 6.8080e-02, PNorm = 268.5683, GNorm = 1.5464, lr_0 = 9.9815e-04
Validation prc-auc = 0.049923
Epoch 3048
Loss = 1.6347e-02, PNorm = 268.6239, GNorm = 1.3904, lr_0 = 9.9815e-04
Validation prc-auc = 0.049054
Epoch 3049
Loss = 1.1468e-01, PNorm = 268.6756, GNorm = 2.4962, lr_0 = 9.9815e-04
Loss = 4.1582e-02, PNorm = 268.7154, GNorm = 0.3313, lr_0 = 9.9815e-04
Validation prc-auc = 0.035707
Epoch 3050
Loss = 2.6183e-02, PNorm = 268.7806, GNorm = 0.4510, lr_0 = 9.9815e-04
Validation prc-auc = 0.041335
Epoch 3051
Loss = 5.0743e-02, PNorm = 268.8392, GNorm = 1.0693, lr_0 = 9.9815e-04
Validation prc-auc = 0.038738
Epoch 3052
Loss = 2.7649e-02, PNorm = 268.8944, GNorm = 0.3599, lr_0 = 9.9815e-04
Validation prc-auc = 0.034573
Epoch 3053
Loss = 4.5397e-02, PNorm = 268.9669, GNorm = 1.6402, lr_0 = 9.9815e-04
Validation prc-auc = 0.039685
Epoch 3054
Loss = 9.5054e-03, PNorm = 269.0186, GNorm = 0.4638, lr_0 = 9.9815e-04
Validation prc-auc = 0.033652
Epoch 3055
Loss = 7.5938e-02, PNorm = 269.0535, GNorm = 0.2469, lr_0 = 9.9815e-04
Validation prc-auc = 0.043742
Epoch 3056
Loss = 2.4730e-02, PNorm = 269.0876, GNorm = 0.8323, lr_0 = 9.9815e-04
Validation prc-auc = 0.054107
Epoch 3057
Loss = 9.0285e-02, PNorm = 269.1326, GNorm = 0.1615, lr_0 = 9.9815e-04
Validation prc-auc = 0.043425
Epoch 3058
Loss = 1.3237e-02, PNorm = 269.1826, GNorm = 0.5246, lr_0 = 9.9815e-04
Validation prc-auc = 0.044298
Epoch 3059
Loss = 5.1104e-02, PNorm = 269.2240, GNorm = 1.6373, lr_0 = 9.9815e-04
Loss = 3.9694e-02, PNorm = 269.2683, GNorm = 0.3766, lr_0 = 9.9814e-04
Validation prc-auc = 0.051478
Epoch 3060
Loss = 3.4692e-02, PNorm = 269.3220, GNorm = 2.3917, lr_0 = 9.9814e-04
Validation prc-auc = 0.049439
Epoch 3061
Loss = 2.7141e-02, PNorm = 269.3594, GNorm = 0.4953, lr_0 = 9.9814e-04
Validation prc-auc = 0.051793
Epoch 3062
Loss = 6.4876e-02, PNorm = 269.4007, GNorm = 1.8817, lr_0 = 9.9814e-04
Validation prc-auc = 0.049088
Epoch 3063
Loss = 3.7887e-02, PNorm = 269.4640, GNorm = 0.8896, lr_0 = 9.9814e-04
Validation prc-auc = 0.054313
Epoch 3064
Loss = 2.0739e-02, PNorm = 269.5133, GNorm = 0.5697, lr_0 = 9.9814e-04
Validation prc-auc = 0.050225
Epoch 3065
Loss = 2.4152e-02, PNorm = 269.5571, GNorm = 2.1721, lr_0 = 9.9814e-04
Validation prc-auc = 0.050671
Epoch 3066
Loss = 9.2723e-03, PNorm = 269.5986, GNorm = 0.0197, lr_0 = 9.9814e-04
Validation prc-auc = 0.055596
Epoch 3067
Loss = 7.8411e-02, PNorm = 269.6280, GNorm = 0.0964, lr_0 = 9.9814e-04
Validation prc-auc = 0.053487
Epoch 3068
Loss = 5.0519e-04, PNorm = 269.6567, GNorm = 0.0263, lr_0 = 9.9814e-04
Validation prc-auc = 0.064316
Epoch 3069
Loss = 6.2331e-03, PNorm = 269.6768, GNorm = 0.2274, lr_0 = 9.9814e-04
Loss = 4.2901e-02, PNorm = 269.7145, GNorm = 0.6473, lr_0 = 9.9814e-04
Validation prc-auc = 0.062095
Epoch 3070
Loss = 1.8059e-02, PNorm = 269.7629, GNorm = 0.3065, lr_0 = 9.9814e-04
Validation prc-auc = 0.048226
Epoch 3071
Loss = 2.9125e-02, PNorm = 269.8027, GNorm = 1.0262, lr_0 = 9.9814e-04
Validation prc-auc = 0.039588
Epoch 3072
Loss = 2.7410e-02, PNorm = 269.8337, GNorm = 0.3870, lr_0 = 9.9814e-04
Validation prc-auc = 0.041601
Epoch 3073
Loss = 1.8857e-02, PNorm = 269.8815, GNorm = 0.0141, lr_0 = 9.9813e-04
Validation prc-auc = 0.046071
Epoch 3074
Loss = 2.7429e-02, PNorm = 269.9291, GNorm = 2.0734, lr_0 = 9.9813e-04
Validation prc-auc = 0.043322
Epoch 3075
Loss = 4.7932e-02, PNorm = 269.9893, GNorm = 1.6726, lr_0 = 9.9813e-04
Validation prc-auc = 0.038056
Epoch 3076
Loss = 3.5648e-02, PNorm = 270.0453, GNorm = 0.1315, lr_0 = 9.9813e-04
Validation prc-auc = 0.035483
Epoch 3077
Loss = 5.9148e-03, PNorm = 270.0986, GNorm = 0.3357, lr_0 = 9.9813e-04
Validation prc-auc = 0.030653
Epoch 3078
Loss = 8.0468e-02, PNorm = 270.1536, GNorm = 2.1110, lr_0 = 9.9813e-04
Validation prc-auc = 0.028932
Epoch 3079
Loss = 7.9695e-03, PNorm = 270.2080, GNorm = 0.3766, lr_0 = 9.9813e-04
Loss = 6.0628e-02, PNorm = 270.2534, GNorm = 0.2768, lr_0 = 9.9813e-04
Validation prc-auc = 0.032923
Epoch 3080
Loss = 3.1516e-02, PNorm = 270.3081, GNorm = 1.3961, lr_0 = 9.9813e-04
Validation prc-auc = 0.035358
Epoch 3081
Loss = 1.2917e-02, PNorm = 270.3652, GNorm = 1.1214, lr_0 = 9.9813e-04
Validation prc-auc = 0.053596
Epoch 3082
Loss = 5.1539e-02, PNorm = 270.4009, GNorm = 1.7238, lr_0 = 9.9813e-04
Validation prc-auc = 0.037601
Epoch 3083
Loss = 3.2517e-02, PNorm = 270.4591, GNorm = 1.6457, lr_0 = 9.9813e-04
Validation prc-auc = 0.036141
Epoch 3084
Loss = 3.8713e-02, PNorm = 270.5176, GNorm = 0.3345, lr_0 = 9.9813e-04
Validation prc-auc = 0.033529
Epoch 3085
Loss = 8.7624e-03, PNorm = 270.5511, GNorm = 0.1194, lr_0 = 9.9813e-04
Validation prc-auc = 0.031676
Epoch 3086
Loss = 1.1551e-02, PNorm = 270.5725, GNorm = 0.2341, lr_0 = 9.9812e-04
Validation prc-auc = 0.036206
Epoch 3087
Loss = 5.3777e-02, PNorm = 270.5991, GNorm = 1.6383, lr_0 = 9.9812e-04
Validation prc-auc = 0.046923
Epoch 3088
Loss = 4.1366e-03, PNorm = 270.6454, GNorm = 0.0796, lr_0 = 9.9812e-04
Validation prc-auc = 0.066296
Epoch 3089
Loss = 2.6069e-02, PNorm = 270.6962, GNorm = 1.4820, lr_0 = 9.9812e-04
Loss = 3.1360e-02, PNorm = 270.7402, GNorm = 1.2911, lr_0 = 9.9812e-04
Validation prc-auc = 0.066562
Epoch 3090
Loss = 2.0555e-02, PNorm = 270.7781, GNorm = 0.2313, lr_0 = 9.9812e-04
Validation prc-auc = 0.061890
Epoch 3091
Loss = 1.9816e-02, PNorm = 270.8180, GNorm = 0.3269, lr_0 = 9.9812e-04
Validation prc-auc = 0.040212
Epoch 3092
Loss = 2.8522e-02, PNorm = 270.8467, GNorm = 3.8494, lr_0 = 9.9812e-04
Validation prc-auc = 0.045900
Epoch 3093
Loss = 3.5078e-02, PNorm = 270.9077, GNorm = 0.3956, lr_0 = 9.9812e-04
Validation prc-auc = 0.045949
Epoch 3094
Loss = 2.3054e-02, PNorm = 270.9715, GNorm = 0.0111, lr_0 = 9.9812e-04
Validation prc-auc = 0.045128
Epoch 3095
Loss = 1.2206e-02, PNorm = 271.0310, GNorm = 0.2279, lr_0 = 9.9812e-04
Validation prc-auc = 0.055954
Epoch 3096
Loss = 4.6557e-02, PNorm = 271.1052, GNorm = 1.5598, lr_0 = 9.9812e-04
Validation prc-auc = 0.062471
Epoch 3097
Loss = 1.1425e-02, PNorm = 271.1565, GNorm = 0.4908, lr_0 = 9.9812e-04
Validation prc-auc = 0.055560
Epoch 3098
Loss = 4.4536e-02, PNorm = 271.1833, GNorm = 1.9323, lr_0 = 9.9812e-04
Validation prc-auc = 0.053571
Epoch 3099
Loss = 5.5718e-03, PNorm = 271.2192, GNorm = 0.2443, lr_0 = 9.9812e-04
Loss = 3.7848e-02, PNorm = 271.2641, GNorm = 0.0976, lr_0 = 9.9811e-04
Validation prc-auc = 0.054997
Epoch 3100
Loss = 2.8054e-02, PNorm = 271.2988, GNorm = 1.4059, lr_0 = 9.9811e-04
Validation prc-auc = 0.050376
Epoch 3101
Loss = 3.9808e-02, PNorm = 271.3316, GNorm = 1.7484, lr_0 = 9.9811e-04
Validation prc-auc = 0.049694
Epoch 3102
Loss = 2.0131e-02, PNorm = 271.3668, GNorm = 0.0913, lr_0 = 9.9811e-04
Validation prc-auc = 0.047236
Epoch 3103
Loss = 1.2561e-02, PNorm = 271.3958, GNorm = 0.3431, lr_0 = 9.9811e-04
Validation prc-auc = 0.060884
Epoch 3104
Loss = 1.2499e-02, PNorm = 271.4240, GNorm = 0.3188, lr_0 = 9.9811e-04
Validation prc-auc = 0.064611
Epoch 3105
Loss = 3.8800e-02, PNorm = 271.4597, GNorm = 1.3879, lr_0 = 9.9811e-04
Validation prc-auc = 0.049133
Epoch 3106
Loss = 8.4759e-02, PNorm = 271.5003, GNorm = 3.0291, lr_0 = 9.9811e-04
Validation prc-auc = 0.050492
Epoch 3107
Loss = 3.2174e-02, PNorm = 271.5649, GNorm = 0.6241, lr_0 = 9.9811e-04
Validation prc-auc = 0.044139
Epoch 3108
Loss = 1.3858e-01, PNorm = 271.6086, GNorm = 2.0865, lr_0 = 9.9811e-04
Validation prc-auc = 0.036463
Epoch 3109
Loss = 5.7333e-03, PNorm = 271.6452, GNorm = 0.2192, lr_0 = 9.9811e-04
Loss = 3.7052e-02, PNorm = 271.6891, GNorm = 0.3174, lr_0 = 9.9811e-04
Validation prc-auc = 0.041447
Epoch 3110
Loss = 4.0298e-02, PNorm = 271.7431, GNorm = 1.3452, lr_0 = 9.9811e-04
Validation prc-auc = 0.048087
Epoch 3111
Loss = 5.7126e-02, PNorm = 271.8009, GNorm = 0.0236, lr_0 = 9.9811e-04
Validation prc-auc = 0.042052
Epoch 3112
Loss = 2.5800e-02, PNorm = 271.8834, GNorm = 0.2932, lr_0 = 9.9810e-04
Validation prc-auc = 0.063746
Epoch 3113
Loss = 1.9201e-02, PNorm = 271.9364, GNorm = 0.1158, lr_0 = 9.9810e-04
Validation prc-auc = 0.049519
Epoch 3114
Loss = 1.9088e-02, PNorm = 271.9748, GNorm = 0.4612, lr_0 = 9.9810e-04
Validation prc-auc = 0.041211
Epoch 3115
Loss = 1.1670e-02, PNorm = 272.0172, GNorm = 0.5138, lr_0 = 9.9810e-04
Validation prc-auc = 0.036508
Epoch 3116
Loss = 4.7340e-02, PNorm = 272.0566, GNorm = 0.1800, lr_0 = 9.9810e-04
Validation prc-auc = 0.033041
Epoch 3117
Loss = 2.2532e-02, PNorm = 272.0995, GNorm = 1.3645, lr_0 = 9.9810e-04
Validation prc-auc = 0.035624
Epoch 3118
Loss = 7.9581e-03, PNorm = 272.1435, GNorm = 0.0251, lr_0 = 9.9810e-04
Validation prc-auc = 0.036579
Epoch 3119
Loss = 1.2410e-02, PNorm = 272.1826, GNorm = 0.5597, lr_0 = 9.9810e-04
Loss = 3.0701e-02, PNorm = 272.2378, GNorm = 0.8113, lr_0 = 9.9810e-04
Validation prc-auc = 0.036076
Epoch 3120
Loss = 6.1374e-02, PNorm = 272.2910, GNorm = 1.1713, lr_0 = 9.9810e-04
Validation prc-auc = 0.035483
Epoch 3121
Loss = 1.5488e-02, PNorm = 272.3609, GNorm = 0.4830, lr_0 = 9.9810e-04
Validation prc-auc = 0.035198
Epoch 3122
Loss = 2.9508e-02, PNorm = 272.4080, GNorm = 0.2799, lr_0 = 9.9810e-04
Validation prc-auc = 0.032915
Epoch 3123
Loss = 3.2773e-02, PNorm = 272.4452, GNorm = 1.5308, lr_0 = 9.9810e-04
Validation prc-auc = 0.032789
Epoch 3124
Loss = 5.7107e-02, PNorm = 272.4965, GNorm = 0.9223, lr_0 = 9.9810e-04
Validation prc-auc = 0.039222
Epoch 3125
Loss = 4.9799e-02, PNorm = 272.5524, GNorm = 1.4583, lr_0 = 9.9810e-04
Validation prc-auc = 0.038657
Epoch 3126
Loss = 4.5904e-02, PNorm = 272.6143, GNorm = 0.6490, lr_0 = 9.9809e-04
Validation prc-auc = 0.037030
Epoch 3127
Loss = 3.4523e-02, PNorm = 272.6651, GNorm = 2.1130, lr_0 = 9.9809e-04
Validation prc-auc = 0.031319
Epoch 3128
Loss = 4.7388e-02, PNorm = 272.7109, GNorm = 0.8276, lr_0 = 9.9809e-04
Validation prc-auc = 0.056671
Epoch 3129
Loss = 1.2919e-02, PNorm = 272.7853, GNorm = 0.4701, lr_0 = 9.9809e-04
Loss = 1.0058e-02, PNorm = 272.8391, GNorm = 0.6348, lr_0 = 9.9809e-04
Validation prc-auc = 0.064365
Epoch 3130
Loss = 2.9256e-02, PNorm = 272.8781, GNorm = 0.0632, lr_0 = 9.9809e-04
Validation prc-auc = 0.067909
Epoch 3131
Loss = 3.6365e-02, PNorm = 272.9241, GNorm = 1.6667, lr_0 = 9.9809e-04
Validation prc-auc = 0.058901
Epoch 3132
Loss = 3.7076e-02, PNorm = 272.9784, GNorm = 0.7376, lr_0 = 9.9809e-04
Validation prc-auc = 0.045346
Epoch 3133
Loss = 6.7469e-02, PNorm = 273.0272, GNorm = 0.7469, lr_0 = 9.9809e-04
Validation prc-auc = 0.050407
Epoch 3134
Loss = 2.2338e-02, PNorm = 273.0988, GNorm = 0.5928, lr_0 = 9.9809e-04
Validation prc-auc = 0.044843
Epoch 3135
Loss = 4.6615e-02, PNorm = 273.1491, GNorm = 0.0156, lr_0 = 9.9809e-04
Validation prc-auc = 0.036252
Epoch 3136
Loss = 5.8990e-02, PNorm = 273.2019, GNorm = 2.4646, lr_0 = 9.9809e-04
Validation prc-auc = 0.047256
Epoch 3137
Loss = 4.3247e-03, PNorm = 273.2653, GNorm = 0.2034, lr_0 = 9.9809e-04
Validation prc-auc = 0.051509
Epoch 3138
Loss = 1.1393e-01, PNorm = 273.3288, GNorm = 2.9011, lr_0 = 9.9809e-04
Validation prc-auc = 0.054333
Epoch 3139
Loss = 2.2708e-03, PNorm = 273.3964, GNorm = 0.1136, lr_0 = 9.9808e-04
Loss = 3.6216e-02, PNorm = 273.4493, GNorm = 2.2361, lr_0 = 9.9808e-04
Validation prc-auc = 0.059669
Epoch 3140
Loss = 3.4922e-02, PNorm = 273.5088, GNorm = 1.8525, lr_0 = 9.9808e-04
Validation prc-auc = 0.065070
Epoch 3141
Loss = 2.9708e-02, PNorm = 273.5587, GNorm = 0.9931, lr_0 = 9.9808e-04
Validation prc-auc = 0.067974
Epoch 3142
Loss = 3.7245e-02, PNorm = 273.6087, GNorm = 1.5008, lr_0 = 9.9808e-04
Validation prc-auc = 0.066695
Epoch 3143
Loss = 2.5508e-02, PNorm = 273.6614, GNorm = 0.2568, lr_0 = 9.9808e-04
Validation prc-auc = 0.062692
Epoch 3144
Loss = 1.1952e-02, PNorm = 273.7292, GNorm = 0.3050, lr_0 = 9.9808e-04
Validation prc-auc = 0.066970
Epoch 3145
Loss = 1.3575e-02, PNorm = 273.7832, GNorm = 0.0634, lr_0 = 9.9808e-04
Validation prc-auc = 0.052702
Epoch 3146
Loss = 2.2697e-02, PNorm = 273.8331, GNorm = 0.2285, lr_0 = 9.9808e-04
Validation prc-auc = 0.046800
Epoch 3147
Loss = 2.5569e-02, PNorm = 273.8763, GNorm = 1.1940, lr_0 = 9.9808e-04
Validation prc-auc = 0.046508
Epoch 3148
Loss = 3.1270e-03, PNorm = 273.9447, GNorm = 0.1660, lr_0 = 9.9808e-04
Validation prc-auc = 0.053045
Epoch 3149
Loss = 1.3042e-03, PNorm = 273.9972, GNorm = 0.0383, lr_0 = 9.9808e-04
Loss = 3.6674e-02, PNorm = 274.0372, GNorm = 0.2098, lr_0 = 9.9808e-04
Validation prc-auc = 0.048196
Epoch 3150
Loss = 3.9444e-02, PNorm = 274.0946, GNorm = 0.0307, lr_0 = 9.9808e-04
Validation prc-auc = 0.046878
Epoch 3151
Loss = 5.3750e-02, PNorm = 274.1526, GNorm = 0.1076, lr_0 = 9.9808e-04
Validation prc-auc = 0.042064
Epoch 3152
Loss = 2.9660e-02, PNorm = 274.1986, GNorm = 0.1078, lr_0 = 9.9807e-04
Validation prc-auc = 0.041696
Epoch 3153
Loss = 3.5576e-02, PNorm = 274.2466, GNorm = 1.9067, lr_0 = 9.9807e-04
Validation prc-auc = 0.048319
Epoch 3154
Loss = 2.0858e-02, PNorm = 274.2774, GNorm = 0.8139, lr_0 = 9.9807e-04
Validation prc-auc = 0.053370
Epoch 3155
Loss = 4.3637e-02, PNorm = 274.3062, GNorm = 1.0751, lr_0 = 9.9807e-04
Validation prc-auc = 0.054697
Epoch 3156
Loss = 3.6067e-02, PNorm = 274.3368, GNorm = 1.9831, lr_0 = 9.9807e-04
Validation prc-auc = 0.067785
Epoch 3157
Loss = 3.5049e-02, PNorm = 274.3766, GNorm = 0.6653, lr_0 = 9.9807e-04
Validation prc-auc = 0.059756
Epoch 3158
Loss = 1.2165e-02, PNorm = 274.4013, GNorm = 0.3085, lr_0 = 9.9807e-04
Validation prc-auc = 0.056860
Epoch 3159
Loss = 8.7589e-03, PNorm = 274.4397, GNorm = 0.6645, lr_0 = 9.9807e-04
Loss = 3.5282e-02, PNorm = 274.4680, GNorm = 1.7280, lr_0 = 9.9807e-04
Validation prc-auc = 0.059096
Epoch 3160
Loss = 3.8396e-02, PNorm = 274.5218, GNorm = 0.9715, lr_0 = 9.9807e-04
Validation prc-auc = 0.059503
Epoch 3161
Loss = 2.7327e-02, PNorm = 274.5703, GNorm = 1.0016, lr_0 = 9.9807e-04
Validation prc-auc = 0.056004
Epoch 3162
Loss = 8.3561e-03, PNorm = 274.6154, GNorm = 0.0661, lr_0 = 9.9807e-04
Validation prc-auc = 0.053040
Epoch 3163
Loss = 1.5644e-02, PNorm = 274.6570, GNorm = 1.1637, lr_0 = 9.9807e-04
Validation prc-auc = 0.049214
Epoch 3164
Loss = 9.1419e-03, PNorm = 274.6819, GNorm = 0.1408, lr_0 = 9.9807e-04
Validation prc-auc = 0.044850
Epoch 3165
Loss = 2.7444e-02, PNorm = 274.6972, GNorm = 2.2149, lr_0 = 9.9807e-04
Validation prc-auc = 0.045702
Epoch 3166
Loss = 5.0968e-02, PNorm = 274.7294, GNorm = 1.4974, lr_0 = 9.9806e-04
Validation prc-auc = 0.047007
Epoch 3167
Loss = 4.3261e-03, PNorm = 274.7769, GNorm = 0.1706, lr_0 = 9.9806e-04
Validation prc-auc = 0.052002
Epoch 3168
Loss = 4.8491e-02, PNorm = 274.8164, GNorm = 0.9941, lr_0 = 9.9806e-04
Validation prc-auc = 0.053606
Epoch 3169
Loss = 1.0803e-02, PNorm = 274.8544, GNorm = 0.4547, lr_0 = 9.9806e-04
Loss = 1.8537e-02, PNorm = 274.8847, GNorm = 0.3880, lr_0 = 9.9806e-04
Validation prc-auc = 0.055073
Epoch 3170
Loss = 6.2028e-02, PNorm = 274.9091, GNorm = 0.1270, lr_0 = 9.9806e-04
Validation prc-auc = 0.059684
Epoch 3171
Loss = 3.7002e-02, PNorm = 274.9617, GNorm = 0.8497, lr_0 = 9.9806e-04
Validation prc-auc = 0.043791
Epoch 3172
Loss = 3.9531e-02, PNorm = 275.0255, GNorm = 0.8215, lr_0 = 9.9806e-04
Validation prc-auc = 0.034955
Epoch 3173
Loss = 1.3707e-02, PNorm = 275.0667, GNorm = 0.2084, lr_0 = 9.9806e-04
Validation prc-auc = 0.034664
Epoch 3174
Loss = 5.5593e-02, PNorm = 275.1001, GNorm = 0.8318, lr_0 = 9.9806e-04
Validation prc-auc = 0.033497
Epoch 3175
Loss = 3.9144e-02, PNorm = 275.1235, GNorm = 2.7142, lr_0 = 9.9806e-04
Validation prc-auc = 0.033893
Epoch 3176
Loss = 1.4333e-02, PNorm = 275.1592, GNorm = 0.1189, lr_0 = 9.9806e-04
Validation prc-auc = 0.035327
Epoch 3177
Loss = 7.6324e-03, PNorm = 275.1957, GNorm = 0.6158, lr_0 = 9.9806e-04
Validation prc-auc = 0.040231
Epoch 3178
Loss = 1.0324e-02, PNorm = 275.2196, GNorm = 0.0191, lr_0 = 9.9806e-04
Validation prc-auc = 0.042453
Epoch 3179
Loss = 1.6333e-02, PNorm = 275.2509, GNorm = 0.6350, lr_0 = 9.9805e-04
Loss = 2.4565e-02, PNorm = 275.2937, GNorm = 0.6903, lr_0 = 9.9805e-04
Validation prc-auc = 0.043710
Epoch 3180
Loss = 1.0679e-02, PNorm = 275.3298, GNorm = 0.1938, lr_0 = 9.9805e-04
Validation prc-auc = 0.056655
Epoch 3181
Loss = 2.1813e-02, PNorm = 275.3579, GNorm = 0.1421, lr_0 = 9.9805e-04
Validation prc-auc = 0.058669
Epoch 3182
Loss = 1.8918e-02, PNorm = 275.3840, GNorm = 0.5309, lr_0 = 9.9805e-04
Validation prc-auc = 0.070238
Epoch 3183
Loss = 1.0906e-02, PNorm = 275.4239, GNorm = 0.0115, lr_0 = 9.9805e-04
Validation prc-auc = 0.068059
Epoch 3184
Loss = 3.0017e-02, PNorm = 275.4514, GNorm = 0.2874, lr_0 = 9.9805e-04
Validation prc-auc = 0.072722
Epoch 3185
Loss = 3.8152e-02, PNorm = 275.4767, GNorm = 2.2615, lr_0 = 9.9805e-04
Validation prc-auc = 0.071595
Epoch 3186
Loss = 2.2953e-02, PNorm = 275.5251, GNorm = 0.3727, lr_0 = 9.9805e-04
Validation prc-auc = 0.068758
Epoch 3187
Loss = 6.2012e-03, PNorm = 275.5587, GNorm = 0.1119, lr_0 = 9.9805e-04
Validation prc-auc = 0.062134
Epoch 3188
Loss = 1.6199e-03, PNorm = 275.5870, GNorm = 0.0176, lr_0 = 9.9805e-04
Validation prc-auc = 0.060779
Epoch 3189
Loss = 3.5073e-03, PNorm = 275.6108, GNorm = 0.1617, lr_0 = 9.9805e-04
Loss = 2.4297e-02, PNorm = 275.6391, GNorm = 1.2002, lr_0 = 9.9805e-04
Validation prc-auc = 0.056367
Epoch 3190
Loss = 5.0075e-02, PNorm = 275.6742, GNorm = 1.3809, lr_0 = 9.9805e-04
Validation prc-auc = 0.038604
Epoch 3191
Loss = 3.1730e-02, PNorm = 275.7127, GNorm = 1.1583, lr_0 = 9.9805e-04
Validation prc-auc = 0.033645
Epoch 3192
Loss = 2.0834e-02, PNorm = 275.7493, GNorm = 0.9194, lr_0 = 9.9804e-04
Validation prc-auc = 0.040354
Epoch 3193
Loss = 2.1310e-02, PNorm = 275.7821, GNorm = 0.0992, lr_0 = 9.9804e-04
Validation prc-auc = 0.051974
Epoch 3194
Loss = 4.5883e-02, PNorm = 275.8111, GNorm = 0.8456, lr_0 = 9.9804e-04
Validation prc-auc = 0.055915
Epoch 3195
Loss = 2.8245e-02, PNorm = 275.8449, GNorm = 0.1330, lr_0 = 9.9804e-04
Validation prc-auc = 0.045823
Epoch 3196
Loss = 2.1015e-02, PNorm = 275.8848, GNorm = 1.4826, lr_0 = 9.9804e-04
Validation prc-auc = 0.050511
Epoch 3197
Loss = 2.1624e-03, PNorm = 275.9336, GNorm = 0.0219, lr_0 = 9.9804e-04
Validation prc-auc = 0.062505
Epoch 3198
Loss = 6.4657e-03, PNorm = 275.9619, GNorm = 0.6159, lr_0 = 9.9804e-04
Validation prc-auc = 0.064846
Epoch 3199
Loss = 1.9197e-02, PNorm = 275.9846, GNorm = 0.8827, lr_0 = 9.9804e-04
Loss = 5.2133e-02, PNorm = 276.0233, GNorm = 0.9682, lr_0 = 9.9804e-04
Validation prc-auc = 0.059013
Epoch 3200
Loss = 1.6821e-02, PNorm = 276.0655, GNorm = 0.2018, lr_0 = 9.9804e-04
Validation prc-auc = 0.050628
Epoch 3201
Loss = 1.7493e-02, PNorm = 276.1059, GNorm = 0.1438, lr_0 = 9.9804e-04
Validation prc-auc = 0.053990
Epoch 3202
Loss = 3.2354e-02, PNorm = 276.1317, GNorm = 0.0744, lr_0 = 9.9804e-04
Validation prc-auc = 0.044366
Epoch 3203
Loss = 4.7936e-02, PNorm = 276.1687, GNorm = 0.9182, lr_0 = 9.9804e-04
Validation prc-auc = 0.039091
Epoch 3204
Loss = 3.4014e-02, PNorm = 276.2426, GNorm = 0.5324, lr_0 = 9.9804e-04
Validation prc-auc = 0.041925
Epoch 3205
Loss = 3.9178e-02, PNorm = 276.2954, GNorm = 0.3538, lr_0 = 9.9803e-04
Validation prc-auc = 0.044658
Epoch 3206
Loss = 1.1225e-02, PNorm = 276.3401, GNorm = 1.6264, lr_0 = 9.9803e-04
Validation prc-auc = 0.051320
Epoch 3207
Loss = 7.7119e-02, PNorm = 276.3917, GNorm = 0.4333, lr_0 = 9.9803e-04
Validation prc-auc = 0.043283
Epoch 3208
Loss = 2.1579e-02, PNorm = 276.4689, GNorm = 0.3599, lr_0 = 9.9803e-04
Validation prc-auc = 0.053731
Epoch 3209
Loss = 3.6762e-02, PNorm = 276.5252, GNorm = 1.6250, lr_0 = 9.9803e-04
Loss = 2.3744e-02, PNorm = 276.5620, GNorm = 1.9010, lr_0 = 9.9803e-04
Validation prc-auc = 0.050624
Epoch 3210
Loss = 3.1452e-02, PNorm = 276.6094, GNorm = 0.1707, lr_0 = 9.9803e-04
Validation prc-auc = 0.047456
Epoch 3211
Loss = 7.9201e-02, PNorm = 276.6609, GNorm = 0.3803, lr_0 = 9.9803e-04
Validation prc-auc = 0.042123
Epoch 3212
Loss = 7.0394e-02, PNorm = 276.7549, GNorm = 0.8605, lr_0 = 9.9803e-04
Validation prc-auc = 0.065672
Epoch 3213
Loss = 3.4633e-02, PNorm = 276.8285, GNorm = 1.2887, lr_0 = 9.9803e-04
Validation prc-auc = 0.063732
Epoch 3214
Loss = 4.1816e-02, PNorm = 276.8901, GNorm = 1.3254, lr_0 = 9.9803e-04
Validation prc-auc = 0.062011
Epoch 3215
Loss = 3.6462e-03, PNorm = 276.9253, GNorm = 0.0591, lr_0 = 9.9803e-04
Validation prc-auc = 0.056692
Epoch 3216
Loss = 4.9792e-02, PNorm = 276.9584, GNorm = 1.2638, lr_0 = 9.9803e-04
Validation prc-auc = 0.054234
Epoch 3217
Loss = 3.2742e-02, PNorm = 276.9996, GNorm = 0.3667, lr_0 = 9.9803e-04
Validation prc-auc = 0.053146
Epoch 3218
Loss = 3.1621e-03, PNorm = 277.0432, GNorm = 0.1200, lr_0 = 9.9803e-04
Validation prc-auc = 0.059947
Epoch 3219
Loss = 2.7234e-03, PNorm = 277.0739, GNorm = 0.1008, lr_0 = 9.9802e-04
Loss = 3.1712e-02, PNorm = 277.1080, GNorm = 0.6057, lr_0 = 9.9802e-04
Validation prc-auc = 0.057216
Epoch 3220
Loss = 1.5518e-02, PNorm = 277.1334, GNorm = 0.2080, lr_0 = 9.9802e-04
Validation prc-auc = 0.059245
Epoch 3221
Loss = 7.4035e-02, PNorm = 277.1632, GNorm = 1.5606, lr_0 = 9.9802e-04
Validation prc-auc = 0.057737
Epoch 3222
Loss = 4.6007e-02, PNorm = 277.1977, GNorm = 1.3312, lr_0 = 9.9802e-04
Validation prc-auc = 0.066288
Epoch 3223
Loss = 3.8996e-02, PNorm = 277.2403, GNorm = 0.8892, lr_0 = 9.9802e-04
Validation prc-auc = 0.065830
Epoch 3224
Loss = 3.8961e-02, PNorm = 277.2873, GNorm = 1.7115, lr_0 = 9.9802e-04
Validation prc-auc = 0.068402
Epoch 3225
Loss = 6.6700e-02, PNorm = 277.3523, GNorm = 1.7490, lr_0 = 9.9802e-04
Validation prc-auc = 0.078973
Epoch 3226
Loss = 4.0078e-02, PNorm = 277.4247, GNorm = 0.1629, lr_0 = 9.9802e-04
Validation prc-auc = 0.060739
Epoch 3227
Loss = 4.7271e-02, PNorm = 277.4619, GNorm = 0.5229, lr_0 = 9.9802e-04
Validation prc-auc = 0.048862
Epoch 3228
Loss = 1.1941e-01, PNorm = 277.5077, GNorm = 0.3373, lr_0 = 9.9802e-04
Validation prc-auc = 0.058126
Epoch 3229
Loss = 1.5768e-02, PNorm = 277.5645, GNorm = 0.8588, lr_0 = 9.9802e-04
Loss = 3.3506e-02, PNorm = 277.6072, GNorm = 1.7065, lr_0 = 9.9802e-04
Validation prc-auc = 0.061746
Epoch 3230
Loss = 5.0108e-02, PNorm = 277.6626, GNorm = 2.7942, lr_0 = 9.9802e-04
Validation prc-auc = 0.069040
Epoch 3231
Loss = 2.0706e-02, PNorm = 277.7252, GNorm = 1.1383, lr_0 = 9.9801e-04
Validation prc-auc = 0.071683
Epoch 3232
Loss = 2.7359e-02, PNorm = 277.7619, GNorm = 0.6741, lr_0 = 9.9801e-04
Validation prc-auc = 0.057618
Epoch 3233
Loss = 5.8881e-02, PNorm = 277.7844, GNorm = 1.3688, lr_0 = 9.9801e-04
Validation prc-auc = 0.070782
Epoch 3234
Loss = 6.0774e-03, PNorm = 277.8310, GNorm = 0.1691, lr_0 = 9.9801e-04
Validation prc-auc = 0.066375
Epoch 3235
Loss = 2.9519e-02, PNorm = 277.8612, GNorm = 0.5186, lr_0 = 9.9801e-04
Validation prc-auc = 0.071646
Epoch 3236
Loss = 3.7083e-03, PNorm = 277.8937, GNorm = 0.2997, lr_0 = 9.9801e-04
Validation prc-auc = 0.067527
Epoch 3237
Loss = 1.5417e-02, PNorm = 277.9328, GNorm = 0.0499, lr_0 = 9.9801e-04
Validation prc-auc = 0.087352
Epoch 3238
Loss = 6.3411e-03, PNorm = 277.9596, GNorm = 0.5143, lr_0 = 9.9801e-04
Validation prc-auc = 0.078490
Epoch 3239
Loss = 3.6678e-02, PNorm = 277.9845, GNorm = 1.5478, lr_0 = 9.9801e-04
Loss = 2.6366e-02, PNorm = 278.0127, GNorm = 0.1193, lr_0 = 9.9801e-04
Validation prc-auc = 0.081200
Epoch 3240
Loss = 3.6029e-02, PNorm = 278.0485, GNorm = 0.1981, lr_0 = 9.9801e-04
Validation prc-auc = 0.074585
Epoch 3241
Loss = 2.0774e-02, PNorm = 278.0994, GNorm = 0.1936, lr_0 = 9.9801e-04
Validation prc-auc = 0.076935
Epoch 3242
Loss = 2.2311e-02, PNorm = 278.1445, GNorm = 0.0559, lr_0 = 9.9801e-04
Validation prc-auc = 0.076943
Epoch 3243
Loss = 2.5574e-02, PNorm = 278.1835, GNorm = 0.0070, lr_0 = 9.9801e-04
Validation prc-auc = 0.071064
Epoch 3244
Loss = 1.2998e-02, PNorm = 278.2108, GNorm = 0.0520, lr_0 = 9.9801e-04
Validation prc-auc = 0.071888
Epoch 3245
Loss = 1.7528e-02, PNorm = 278.2545, GNorm = 1.3642, lr_0 = 9.9800e-04
Validation prc-auc = 0.071724
Epoch 3246
Loss = 3.8031e-02, PNorm = 278.3069, GNorm = 0.9231, lr_0 = 9.9800e-04
Validation prc-auc = 0.061088
Epoch 3247
Loss = 9.6492e-02, PNorm = 278.3428, GNorm = 0.0314, lr_0 = 9.9800e-04
Validation prc-auc = 0.062297
Epoch 3248
Loss = 1.2784e-02, PNorm = 278.3836, GNorm = 1.1456, lr_0 = 9.9800e-04
Validation prc-auc = 0.078494
Epoch 3249
Loss = 1.4296e-02, PNorm = 278.4227, GNorm = 1.0360, lr_0 = 9.9800e-04
Loss = 3.8863e-02, PNorm = 278.4719, GNorm = 2.4059, lr_0 = 9.9800e-04
Validation prc-auc = 0.082575
Epoch 3250
Loss = 3.1383e-02, PNorm = 278.5141, GNorm = 0.7793, lr_0 = 9.9800e-04
Validation prc-auc = 0.081735
Epoch 3251
Loss = 2.7309e-02, PNorm = 278.5525, GNorm = 0.2259, lr_0 = 9.9800e-04
Validation prc-auc = 0.085627
Epoch 3252
Loss = 3.9132e-02, PNorm = 278.5793, GNorm = 0.7160, lr_0 = 9.9800e-04
Validation prc-auc = 0.075035
Epoch 3253
Loss = 4.9879e-02, PNorm = 278.6033, GNorm = 2.2886, lr_0 = 9.9800e-04
Validation prc-auc = 0.080804
Epoch 3254
Loss = 4.2073e-02, PNorm = 278.6574, GNorm = 2.3178, lr_0 = 9.9800e-04
Validation prc-auc = 0.074182
Epoch 3255
Loss = 1.7757e-02, PNorm = 278.7158, GNorm = 1.4325, lr_0 = 9.9800e-04
Validation prc-auc = 0.066512
Epoch 3256
Loss = 8.0809e-02, PNorm = 278.7714, GNorm = 2.0526, lr_0 = 9.9800e-04
Validation prc-auc = 0.060122
Epoch 3257
Loss = 1.0043e-01, PNorm = 278.8328, GNorm = 1.7846, lr_0 = 9.9800e-04
Validation prc-auc = 0.054307
Epoch 3258
Loss = 1.6249e-02, PNorm = 278.8856, GNorm = 0.8809, lr_0 = 9.9799e-04
Validation prc-auc = 0.056289
Epoch 3259
Loss = 2.5557e-03, PNorm = 278.9287, GNorm = 0.0882, lr_0 = 9.9799e-04
Loss = 7.9631e-02, PNorm = 278.9716, GNorm = 0.9312, lr_0 = 9.9799e-04
Validation prc-auc = 0.058506
Epoch 3260
Loss = 2.8335e-02, PNorm = 279.0383, GNorm = 0.8482, lr_0 = 9.9799e-04
Validation prc-auc = 0.053621
Epoch 3261
Loss = 4.8170e-02, PNorm = 279.1092, GNorm = 1.4361, lr_0 = 9.9799e-04
Validation prc-auc = 0.050770
Epoch 3262
Loss = 2.8733e-02, PNorm = 279.1512, GNorm = 1.7164, lr_0 = 9.9799e-04
Validation prc-auc = 0.057149
Epoch 3263
Loss = 6.4507e-02, PNorm = 279.2142, GNorm = 0.1321, lr_0 = 9.9799e-04
Validation prc-auc = 0.059828
Epoch 3264
Loss = 2.8138e-02, PNorm = 279.2767, GNorm = 2.5231, lr_0 = 9.9799e-04
Validation prc-auc = 0.058426
Epoch 3265
Loss = 2.0736e-02, PNorm = 279.3160, GNorm = 2.5147, lr_0 = 9.9799e-04
Validation prc-auc = 0.065742
Epoch 3266
Loss = 4.5556e-03, PNorm = 279.3644, GNorm = 0.1167, lr_0 = 9.9799e-04
Validation prc-auc = 0.064527
Epoch 3267
Loss = 2.0522e-01, PNorm = 279.3967, GNorm = 4.0207, lr_0 = 9.9799e-04
Validation prc-auc = 0.060658
Epoch 3268
Loss = 6.4752e-02, PNorm = 279.4405, GNorm = 0.5201, lr_0 = 9.9799e-04
Validation prc-auc = 0.066587
Epoch 3269
Loss = 2.5537e-03, PNorm = 279.4987, GNorm = 0.0867, lr_0 = 9.9799e-04
Loss = 2.6181e-02, PNorm = 279.5455, GNorm = 0.3326, lr_0 = 9.9799e-04
Validation prc-auc = 0.068545
Epoch 3270
Loss = 2.1905e-02, PNorm = 279.5777, GNorm = 0.2174, lr_0 = 9.9799e-04
Validation prc-auc = 0.069027
Epoch 3271
Loss = 1.3096e-02, PNorm = 279.6115, GNorm = 0.0646, lr_0 = 9.9798e-04
Validation prc-auc = 0.065335
Epoch 3272
Loss = 5.2497e-02, PNorm = 279.6467, GNorm = 0.3850, lr_0 = 9.9798e-04
Validation prc-auc = 0.073237
Epoch 3273
Loss = 1.0315e-02, PNorm = 279.6778, GNorm = 0.0807, lr_0 = 9.9798e-04
Validation prc-auc = 0.066270
Epoch 3274
Loss = 6.5034e-02, PNorm = 279.7049, GNorm = 2.6440, lr_0 = 9.9798e-04
Validation prc-auc = 0.066075
Epoch 3275
Loss = 3.3337e-02, PNorm = 279.7344, GNorm = 0.1159, lr_0 = 9.9798e-04
Validation prc-auc = 0.068151
Epoch 3276
Loss = 2.0644e-02, PNorm = 279.7761, GNorm = 0.7721, lr_0 = 9.9798e-04
Validation prc-auc = 0.065423
Epoch 3277
Loss = 3.5891e-03, PNorm = 279.8180, GNorm = 0.3792, lr_0 = 9.9798e-04
Validation prc-auc = 0.074160
Epoch 3278
Loss = 2.8108e-02, PNorm = 279.8440, GNorm = 1.8999, lr_0 = 9.9798e-04
Validation prc-auc = 0.076985
Epoch 3279
Loss = 2.4972e-03, PNorm = 279.8730, GNorm = 0.0610, lr_0 = 9.9798e-04
Loss = 3.2030e-02, PNorm = 279.9032, GNorm = 0.2079, lr_0 = 9.9798e-04
Validation prc-auc = 0.067848
Epoch 3280
Loss = 3.2326e-02, PNorm = 279.9353, GNorm = 0.2487, lr_0 = 9.9798e-04
Validation prc-auc = 0.068996
Epoch 3281
Loss = 1.6720e-02, PNorm = 279.9751, GNorm = 0.0704, lr_0 = 9.9798e-04
Validation prc-auc = 0.069799
Epoch 3282
Loss = 4.2642e-02, PNorm = 280.0078, GNorm = 6.1733, lr_0 = 9.9798e-04
Validation prc-auc = 0.082099
Epoch 3283
Loss = 3.4589e-02, PNorm = 280.0500, GNorm = 1.4396, lr_0 = 9.9798e-04
Validation prc-auc = 0.084678
Epoch 3284
Loss = 1.4025e-02, PNorm = 280.1015, GNorm = 0.4392, lr_0 = 9.9798e-04
Validation prc-auc = 0.082748
Epoch 3285
Loss = 7.7217e-02, PNorm = 280.1529, GNorm = 0.9981, lr_0 = 9.9797e-04
Validation prc-auc = 0.067107
Epoch 3286
Loss = 1.2674e-02, PNorm = 280.1899, GNorm = 0.2974, lr_0 = 9.9797e-04
Validation prc-auc = 0.068468
Epoch 3287
Loss = 1.0547e-02, PNorm = 280.2338, GNorm = 0.0976, lr_0 = 9.9797e-04
Validation prc-auc = 0.071380
Epoch 3288
Loss = 4.9446e-03, PNorm = 280.2684, GNorm = 0.2858, lr_0 = 9.9797e-04
Validation prc-auc = 0.062230
Epoch 3289
Loss = 1.6636e-02, PNorm = 280.2958, GNorm = 0.6840, lr_0 = 9.9797e-04
Loss = 2.7009e-02, PNorm = 280.3437, GNorm = 0.0181, lr_0 = 9.9797e-04
Validation prc-auc = 0.064464
Epoch 3290
Loss = 2.4468e-02, PNorm = 280.3915, GNorm = 0.4899, lr_0 = 9.9797e-04
Validation prc-auc = 0.056804
Epoch 3291
Loss = 5.2629e-02, PNorm = 280.4438, GNorm = 2.1616, lr_0 = 9.9797e-04
Validation prc-auc = 0.045240
Epoch 3292
Loss = 1.2537e-02, PNorm = 280.4917, GNorm = 0.1075, lr_0 = 9.9797e-04
Validation prc-auc = 0.038700
Epoch 3293
Loss = 3.7841e-02, PNorm = 280.5448, GNorm = 1.1012, lr_0 = 9.9797e-04
Validation prc-auc = 0.033417
Epoch 3294
Loss = 3.3457e-02, PNorm = 280.5829, GNorm = 0.8541, lr_0 = 9.9797e-04
Validation prc-auc = 0.032238
Epoch 3295
Loss = 6.6333e-03, PNorm = 280.6254, GNorm = 0.5954, lr_0 = 9.9797e-04
Validation prc-auc = 0.036726
Epoch 3296
Loss = 2.2239e-02, PNorm = 280.6539, GNorm = 0.2000, lr_0 = 9.9797e-04
Validation prc-auc = 0.032496
Epoch 3297
Loss = 1.0516e-02, PNorm = 280.6800, GNorm = 0.3161, lr_0 = 9.9797e-04
Validation prc-auc = 0.029472
Epoch 3298
Loss = 5.2154e-02, PNorm = 280.7199, GNorm = 0.6641, lr_0 = 9.9796e-04
Validation prc-auc = 0.030931
Epoch 3299
Loss = 3.9058e-03, PNorm = 280.7621, GNorm = 0.1274, lr_0 = 9.9796e-04
Loss = 1.3545e-02, PNorm = 280.7991, GNorm = 0.2476, lr_0 = 9.9796e-04
Validation prc-auc = 0.031767
Epoch 3300
Loss = 2.6734e-02, PNorm = 280.8241, GNorm = 2.3887, lr_0 = 9.9796e-04
Validation prc-auc = 0.030718
Epoch 3301
Loss = 5.2597e-02, PNorm = 280.8589, GNorm = 0.3187, lr_0 = 9.9796e-04
Validation prc-auc = 0.032324
Epoch 3302
Loss = 2.3640e-02, PNorm = 280.9045, GNorm = 0.7705, lr_0 = 9.9796e-04
Validation prc-auc = 0.033879
Epoch 3303
Loss = 5.1126e-02, PNorm = 280.9332, GNorm = 1.0112, lr_0 = 9.9796e-04
Validation prc-auc = 0.039599
Epoch 3304
Loss = 1.3183e-02, PNorm = 280.9749, GNorm = 0.3422, lr_0 = 9.9796e-04
Validation prc-auc = 0.039273
Epoch 3305
Loss = 3.4317e-02, PNorm = 281.0118, GNorm = 0.0719, lr_0 = 9.9796e-04
Validation prc-auc = 0.031870
Epoch 3306
Loss = 4.6496e-03, PNorm = 281.0400, GNorm = 0.3967, lr_0 = 9.9796e-04
Validation prc-auc = 0.031305
Epoch 3307
Loss = 5.9683e-03, PNorm = 281.0653, GNorm = 0.4736, lr_0 = 9.9796e-04
Validation prc-auc = 0.033905
Epoch 3308
Loss = 3.1261e-02, PNorm = 281.0813, GNorm = 1.1555, lr_0 = 9.9796e-04
Validation prc-auc = 0.032176
Epoch 3309
Loss = 3.5634e-02, PNorm = 281.0952, GNorm = 1.3584, lr_0 = 9.9796e-04
Loss = 4.6170e-02, PNorm = 281.1232, GNorm = 0.2437, lr_0 = 9.9796e-04
Validation prc-auc = 0.030768
Epoch 3310
Loss = 2.7373e-02, PNorm = 281.1652, GNorm = 0.0680, lr_0 = 9.9796e-04
Validation prc-auc = 0.033171
Epoch 3311
Loss = 3.3663e-02, PNorm = 281.1974, GNorm = 1.6259, lr_0 = 9.9795e-04
Validation prc-auc = 0.040240
Epoch 3312
Loss = 1.5221e-02, PNorm = 281.2343, GNorm = 0.8374, lr_0 = 9.9795e-04
Validation prc-auc = 0.044536
Epoch 3313
Loss = 1.2083e-02, PNorm = 281.2867, GNorm = 0.4230, lr_0 = 9.9795e-04
Validation prc-auc = 0.054229
Epoch 3314
Loss = 1.4332e-02, PNorm = 281.3206, GNorm = 0.1245, lr_0 = 9.9795e-04
Validation prc-auc = 0.051206
Epoch 3315
Loss = 6.4495e-02, PNorm = 281.3412, GNorm = 0.3262, lr_0 = 9.9795e-04
Validation prc-auc = 0.035365
Epoch 3316
Loss = 8.0909e-02, PNorm = 281.3832, GNorm = 1.7127, lr_0 = 9.9795e-04
Validation prc-auc = 0.046071
Epoch 3317
Loss = 1.6080e-02, PNorm = 281.4447, GNorm = 1.7121, lr_0 = 9.9795e-04
Validation prc-auc = 0.046760
Epoch 3318
Loss = 3.0870e-03, PNorm = 281.4782, GNorm = 0.0731, lr_0 = 9.9795e-04
Validation prc-auc = 0.047147
Epoch 3319
Loss = 1.9810e-02, PNorm = 281.5044, GNorm = 0.8545, lr_0 = 9.9795e-04
Loss = 2.2368e-02, PNorm = 281.5303, GNorm = 0.4305, lr_0 = 9.9795e-04
Validation prc-auc = 0.052128
Epoch 3320
Loss = 5.8468e-02, PNorm = 281.5821, GNorm = 1.3403, lr_0 = 9.9795e-04
Validation prc-auc = 0.045828
Epoch 3321
Loss = 2.3741e-02, PNorm = 281.6256, GNorm = 0.1352, lr_0 = 9.9795e-04
Validation prc-auc = 0.049521
Epoch 3322
Loss = 2.3572e-02, PNorm = 281.6684, GNorm = 1.5069, lr_0 = 9.9795e-04
Validation prc-auc = 0.049897
Epoch 3323
Loss = 2.3873e-02, PNorm = 281.7056, GNorm = 0.9611, lr_0 = 9.9795e-04
Validation prc-auc = 0.054282
Epoch 3324
Loss = 4.0678e-02, PNorm = 281.7423, GNorm = 0.0520, lr_0 = 9.9794e-04
Validation prc-auc = 0.049972
Epoch 3325
Loss = 1.9952e-02, PNorm = 281.7780, GNorm = 0.2917, lr_0 = 9.9794e-04
Validation prc-auc = 0.041406
Epoch 3326
Loss = 1.2311e-02, PNorm = 281.8045, GNorm = 0.5473, lr_0 = 9.9794e-04
Validation prc-auc = 0.039185
Epoch 3327
Loss = 3.3495e-02, PNorm = 281.8445, GNorm = 0.9121, lr_0 = 9.9794e-04
Validation prc-auc = 0.030465
Epoch 3328
Loss = 6.5427e-03, PNorm = 281.9090, GNorm = 0.6685, lr_0 = 9.9794e-04
Validation prc-auc = 0.034911
Epoch 3329
Loss = 1.7165e-02, PNorm = 281.9572, GNorm = 0.7342, lr_0 = 9.9794e-04
Loss = 2.1602e-02, PNorm = 281.9982, GNorm = 0.4092, lr_0 = 9.9794e-04
Validation prc-auc = 0.036375
Epoch 3330
Loss = 2.9463e-02, PNorm = 282.0350, GNorm = 0.2499, lr_0 = 9.9794e-04
Validation prc-auc = 0.034010
Epoch 3331
Loss = 4.2318e-02, PNorm = 282.0757, GNorm = 2.3578, lr_0 = 9.9794e-04
Validation prc-auc = 0.037595
Epoch 3332
Loss = 1.8747e-02, PNorm = 282.1211, GNorm = 0.0713, lr_0 = 9.9794e-04
Validation prc-auc = 0.039406
Epoch 3333
Loss = 1.9554e-02, PNorm = 282.1660, GNorm = 1.7314, lr_0 = 9.9794e-04
Validation prc-auc = 0.036002
Epoch 3334
Loss = 3.9633e-02, PNorm = 282.1967, GNorm = 2.1945, lr_0 = 9.9794e-04
Validation prc-auc = 0.039897
Epoch 3335
Loss = 7.3184e-02, PNorm = 282.2348, GNorm = 0.6796, lr_0 = 9.9794e-04
Validation prc-auc = 0.041893
Epoch 3336
Loss = 1.1263e-01, PNorm = 282.2967, GNorm = 1.8357, lr_0 = 9.9794e-04
Validation prc-auc = 0.041049
Epoch 3337
Loss = 7.3013e-02, PNorm = 282.3695, GNorm = 1.2210, lr_0 = 9.9794e-04
Validation prc-auc = 0.047418
Epoch 3338
Loss = 8.5416e-03, PNorm = 282.4424, GNorm = 0.2787, lr_0 = 9.9793e-04
Validation prc-auc = 0.049893
Epoch 3339
Loss = 6.6344e-03, PNorm = 282.5016, GNorm = 0.3523, lr_0 = 9.9793e-04
Loss = 8.3961e-02, PNorm = 282.5534, GNorm = 1.3296, lr_0 = 9.9793e-04
Validation prc-auc = 0.050589
Epoch 3340
Loss = 2.4535e-02, PNorm = 282.6100, GNorm = 0.3250, lr_0 = 9.9793e-04
Validation prc-auc = 0.051682
Epoch 3341
Loss = 5.7409e-02, PNorm = 282.6546, GNorm = 1.5666, lr_0 = 9.9793e-04
Validation prc-auc = 0.050193
Epoch 3342
Loss = 4.2225e-02, PNorm = 282.6915, GNorm = 1.1227, lr_0 = 9.9793e-04
Validation prc-auc = 0.051127
Epoch 3343
Loss = 1.3577e-02, PNorm = 282.7390, GNorm = 0.3105, lr_0 = 9.9793e-04
Validation prc-auc = 0.045438
Epoch 3344
Loss = 4.5553e-02, PNorm = 282.7691, GNorm = 1.3724, lr_0 = 9.9793e-04
Validation prc-auc = 0.052214
Epoch 3345
Loss = 6.5698e-02, PNorm = 282.8125, GNorm = 1.3227, lr_0 = 9.9793e-04
Validation prc-auc = 0.053591
Epoch 3346
Loss = 5.2468e-02, PNorm = 282.8783, GNorm = 0.2067, lr_0 = 9.9793e-04
Validation prc-auc = 0.043023
Epoch 3347
Loss = 4.2848e-02, PNorm = 282.9434, GNorm = 2.0015, lr_0 = 9.9793e-04
Validation prc-auc = 0.047021
Epoch 3348
Loss = 4.7814e-02, PNorm = 282.9968, GNorm = 2.5019, lr_0 = 9.9793e-04
Validation prc-auc = 0.055506
Epoch 3349
Loss = 3.8230e-03, PNorm = 283.0508, GNorm = 0.1165, lr_0 = 9.9793e-04
Loss = 3.2929e-02, PNorm = 283.0893, GNorm = 0.2587, lr_0 = 9.9793e-04
Validation prc-auc = 0.056299
Epoch 3350
Loss = 2.8602e-02, PNorm = 283.1244, GNorm = 0.9815, lr_0 = 9.9792e-04
Validation prc-auc = 0.054190
Epoch 3351
Loss = 8.4041e-03, PNorm = 283.1531, GNorm = 0.4322, lr_0 = 9.9792e-04
Validation prc-auc = 0.067954
Epoch 3352
Loss = 5.7232e-02, PNorm = 283.1760, GNorm = 0.6821, lr_0 = 9.9792e-04
Validation prc-auc = 0.063454
Epoch 3353
Loss = 2.4642e-02, PNorm = 283.2168, GNorm = 1.7011, lr_0 = 9.9792e-04
Validation prc-auc = 0.058285
Epoch 3354
Loss = 2.6402e-02, PNorm = 283.2636, GNorm = 1.0527, lr_0 = 9.9792e-04
Validation prc-auc = 0.056314
Epoch 3355
Loss = 2.0460e-02, PNorm = 283.2947, GNorm = 0.5229, lr_0 = 9.9792e-04
Validation prc-auc = 0.050138
Epoch 3356
Loss = 2.0761e-02, PNorm = 283.3185, GNorm = 0.3139, lr_0 = 9.9792e-04
Validation prc-auc = 0.049314
Epoch 3357
Loss = 5.7672e-02, PNorm = 283.3550, GNorm = 0.4430, lr_0 = 9.9792e-04
Validation prc-auc = 0.048769
Epoch 3358
Loss = 4.8284e-03, PNorm = 283.4017, GNorm = 0.2413, lr_0 = 9.9792e-04
Validation prc-auc = 0.055329
Epoch 3359
Loss = 1.1485e-03, PNorm = 283.4472, GNorm = 0.0541, lr_0 = 9.9792e-04
Loss = 2.4387e-02, PNorm = 283.4887, GNorm = 0.3621, lr_0 = 9.9792e-04
Validation prc-auc = 0.053372
Epoch 3360
Loss = 2.2495e-02, PNorm = 283.5345, GNorm = 0.9511, lr_0 = 9.9792e-04
Validation prc-auc = 0.049041
Epoch 3361
Loss = 4.8796e-02, PNorm = 283.5699, GNorm = 1.0375, lr_0 = 9.9792e-04
Validation prc-auc = 0.030845
Epoch 3362
Loss = 3.7014e-02, PNorm = 283.6190, GNorm = 0.4972, lr_0 = 9.9792e-04
Validation prc-auc = 0.036495
Epoch 3363
Loss = 3.7550e-02, PNorm = 283.6753, GNorm = 1.3220, lr_0 = 9.9792e-04
Validation prc-auc = 0.045087
Epoch 3364
Loss = 3.1021e-03, PNorm = 283.7232, GNorm = 0.0572, lr_0 = 9.9791e-04
Validation prc-auc = 0.061826
Epoch 3365
Loss = 6.6294e-02, PNorm = 283.7649, GNorm = 4.1540, lr_0 = 9.9791e-04
Validation prc-auc = 0.060953
Epoch 3366
Loss = 3.9777e-02, PNorm = 283.8161, GNorm = 0.0588, lr_0 = 9.9791e-04
Validation prc-auc = 0.058082
Epoch 3367
Loss = 1.6046e-02, PNorm = 283.8509, GNorm = 0.4298, lr_0 = 9.9791e-04
Validation prc-auc = 0.055121
Epoch 3368
Loss = 2.9798e-02, PNorm = 283.8950, GNorm = 0.1858, lr_0 = 9.9791e-04
Validation prc-auc = 0.055104
Epoch 3369
Loss = 3.8531e-03, PNorm = 283.9464, GNorm = 0.1463, lr_0 = 9.9791e-04
Loss = 2.0142e-02, PNorm = 283.9810, GNorm = 0.6252, lr_0 = 9.9791e-04
Validation prc-auc = 0.058441
Epoch 3370
Loss = 2.1003e-02, PNorm = 284.0111, GNorm = 1.1739, lr_0 = 9.9791e-04
Validation prc-auc = 0.049646
Epoch 3371
Loss = 2.4894e-02, PNorm = 284.0461, GNorm = 2.2952, lr_0 = 9.9791e-04
Validation prc-auc = 0.062586
Epoch 3372
Loss = 6.5616e-02, PNorm = 284.0975, GNorm = 0.0703, lr_0 = 9.9791e-04
Validation prc-auc = 0.055031
Epoch 3373
Loss = 4.3587e-02, PNorm = 284.1484, GNorm = 1.6721, lr_0 = 9.9791e-04
Validation prc-auc = 0.057380
Epoch 3374
Loss = 4.2205e-02, PNorm = 284.1999, GNorm = 0.6672, lr_0 = 9.9791e-04
Validation prc-auc = 0.051409
Epoch 3375
Loss = 5.7490e-02, PNorm = 284.2501, GNorm = 1.9342, lr_0 = 9.9791e-04
Validation prc-auc = 0.049541
Epoch 3376
Loss = 1.5609e-02, PNorm = 284.3131, GNorm = 0.3436, lr_0 = 9.9791e-04
Validation prc-auc = 0.056481
Epoch 3377
Loss = 1.5873e-02, PNorm = 284.3553, GNorm = 0.1985, lr_0 = 9.9790e-04
Validation prc-auc = 0.059359
Epoch 3378
Loss = 2.4937e-02, PNorm = 284.3953, GNorm = 1.2735, lr_0 = 9.9790e-04
Validation prc-auc = 0.049581
Epoch 3379
Loss = 7.9007e-04, PNorm = 284.4360, GNorm = 0.0206, lr_0 = 9.9790e-04
Loss = 4.4472e-02, PNorm = 284.4836, GNorm = 1.7845, lr_0 = 9.9790e-04
Validation prc-auc = 0.038417
Epoch 3380
Loss = 2.7432e-02, PNorm = 284.5293, GNorm = 0.2474, lr_0 = 9.9790e-04
Validation prc-auc = 0.035747
Epoch 3381
Loss = 1.8297e-02, PNorm = 284.5615, GNorm = 0.7129, lr_0 = 9.9790e-04
Validation prc-auc = 0.040969
Epoch 3382
Loss = 9.0767e-03, PNorm = 284.5915, GNorm = 0.3663, lr_0 = 9.9790e-04
Validation prc-auc = 0.052858
Epoch 3383
Loss = 3.6461e-02, PNorm = 284.6087, GNorm = 1.1796, lr_0 = 9.9790e-04
Validation prc-auc = 0.046146
Epoch 3384
Loss = 6.9839e-02, PNorm = 284.6548, GNorm = 1.0180, lr_0 = 9.9790e-04
Validation prc-auc = 0.029030
Epoch 3385
Loss = 3.2120e-02, PNorm = 284.7140, GNorm = 0.4665, lr_0 = 9.9790e-04
Validation prc-auc = 0.032023
Epoch 3386
Loss = 6.9520e-03, PNorm = 284.7734, GNorm = 0.2454, lr_0 = 9.9790e-04
Validation prc-auc = 0.035988
Epoch 3387
Loss = 2.8566e-02, PNorm = 284.8162, GNorm = 1.0026, lr_0 = 9.9790e-04
Validation prc-auc = 0.034139
Epoch 3388
Loss = 5.8645e-03, PNorm = 284.8538, GNorm = 0.2297, lr_0 = 9.9790e-04
Validation prc-auc = 0.034750
Epoch 3389
Loss = 2.7433e-03, PNorm = 284.8820, GNorm = 0.0651, lr_0 = 9.9790e-04
Loss = 4.3225e-02, PNorm = 284.9010, GNorm = 0.1897, lr_0 = 9.9790e-04
Validation prc-auc = 0.042407
Epoch 3390
Loss = 7.1306e-02, PNorm = 284.9335, GNorm = 0.7738, lr_0 = 9.9789e-04
Validation prc-auc = 0.051099
Epoch 3391
Loss = 1.5288e-02, PNorm = 284.9796, GNorm = 0.3216, lr_0 = 9.9789e-04
Validation prc-auc = 0.050950
Epoch 3392
Loss = 4.8411e-02, PNorm = 285.0182, GNorm = 1.2331, lr_0 = 9.9789e-04
Validation prc-auc = 0.052301
Epoch 3393
Loss = 4.8157e-02, PNorm = 285.0550, GNorm = 3.7188, lr_0 = 9.9789e-04
Validation prc-auc = 0.057037
Epoch 3394
Loss = 4.8048e-02, PNorm = 285.1082, GNorm = 0.4527, lr_0 = 9.9789e-04
Validation prc-auc = 0.062724
Epoch 3395
Loss = 2.0386e-02, PNorm = 285.1655, GNorm = 0.0507, lr_0 = 9.9789e-04
Validation prc-auc = 0.066106
Epoch 3396
Loss = 8.3392e-02, PNorm = 285.2046, GNorm = 1.5121, lr_0 = 9.9789e-04
Validation prc-auc = 0.056193
Epoch 3397
Loss = 4.7616e-02, PNorm = 285.2472, GNorm = 1.3917, lr_0 = 9.9789e-04
Validation prc-auc = 0.060192
Epoch 3398
Loss = 5.1421e-03, PNorm = 285.3219, GNorm = 0.0589, lr_0 = 9.9789e-04
Validation prc-auc = 0.044325
Epoch 3399
Loss = 3.4250e-02, PNorm = 285.3850, GNorm = 1.4879, lr_0 = 9.9789e-04
Loss = 2.0431e-02, PNorm = 285.4283, GNorm = 1.3447, lr_0 = 9.9789e-04
Validation prc-auc = 0.046352
Epoch 3400
Loss = 1.9612e-02, PNorm = 285.4615, GNorm = 0.1522, lr_0 = 9.9789e-04
Validation prc-auc = 0.047810
Epoch 3401
Loss = 1.4362e-02, PNorm = 285.4911, GNorm = 1.0759, lr_0 = 9.9789e-04
Validation prc-auc = 0.039847
Epoch 3402
Loss = 3.1423e-02, PNorm = 285.5219, GNorm = 0.2633, lr_0 = 9.9789e-04
Validation prc-auc = 0.041179
Epoch 3403
Loss = 2.1259e-02, PNorm = 285.5630, GNorm = 0.4787, lr_0 = 9.9789e-04
Validation prc-auc = 0.048794
Epoch 3404
Loss = 3.8703e-02, PNorm = 285.6037, GNorm = 0.3596, lr_0 = 9.9788e-04
Validation prc-auc = 0.049070
Epoch 3405
Loss = 4.3438e-02, PNorm = 285.6432, GNorm = 0.1860, lr_0 = 9.9788e-04
Validation prc-auc = 0.054671
Epoch 3406
Loss = 3.7098e-02, PNorm = 285.6890, GNorm = 0.1306, lr_0 = 9.9788e-04
Validation prc-auc = 0.055018
Epoch 3407
Loss = 3.1053e-02, PNorm = 285.7414, GNorm = 1.4096, lr_0 = 9.9788e-04
Validation prc-auc = 0.058994
Epoch 3408
Loss = 1.9421e-01, PNorm = 285.7867, GNorm = 0.3305, lr_0 = 9.9788e-04
Validation prc-auc = 0.061272
Epoch 3409
Loss = 4.4222e-02, PNorm = 285.8324, GNorm = 1.4615, lr_0 = 9.9788e-04
Loss = 3.1509e-02, PNorm = 285.8885, GNorm = 0.6508, lr_0 = 9.9788e-04
Validation prc-auc = 0.050830
Epoch 3410
Loss = 2.2448e-02, PNorm = 285.9248, GNorm = 0.3791, lr_0 = 9.9788e-04
Validation prc-auc = 0.048220
Epoch 3411
Loss = 2.8555e-02, PNorm = 285.9609, GNorm = 0.7033, lr_0 = 9.9788e-04
Validation prc-auc = 0.050596
Epoch 3412
Loss = 5.0432e-02, PNorm = 286.0010, GNorm = 0.7972, lr_0 = 9.9788e-04
Validation prc-auc = 0.048834
Epoch 3413
Loss = 1.0567e-02, PNorm = 286.0454, GNorm = 0.5668, lr_0 = 9.9788e-04
Validation prc-auc = 0.052415
Epoch 3414
Loss = 5.7395e-02, PNorm = 286.0827, GNorm = 0.0813, lr_0 = 9.9788e-04
Validation prc-auc = 0.056582
Epoch 3415
Loss = 2.6696e-02, PNorm = 286.1214, GNorm = 1.0583, lr_0 = 9.9788e-04
Validation prc-auc = 0.052886
Epoch 3416
Loss = 3.1147e-02, PNorm = 286.1483, GNorm = 0.2165, lr_0 = 9.9788e-04
Validation prc-auc = 0.053725
Epoch 3417
Loss = 6.6498e-02, PNorm = 286.1849, GNorm = 0.1247, lr_0 = 9.9787e-04
Validation prc-auc = 0.049402
Epoch 3418
Loss = 1.5633e-02, PNorm = 286.2283, GNorm = 0.8255, lr_0 = 9.9787e-04
Validation prc-auc = 0.049839
Epoch 3419
Loss = 3.3030e-03, PNorm = 286.2613, GNorm = 0.0991, lr_0 = 9.9787e-04
Loss = 2.9454e-02, PNorm = 286.2912, GNorm = 0.0244, lr_0 = 9.9787e-04
Validation prc-auc = 0.053570
Epoch 3420
Loss = 1.6851e-02, PNorm = 286.3145, GNorm = 1.3444, lr_0 = 9.9787e-04
Validation prc-auc = 0.058139
Epoch 3421
Loss = 2.9658e-02, PNorm = 286.3255, GNorm = 0.2483, lr_0 = 9.9787e-04
Validation prc-auc = 0.048269
Epoch 3422
Loss = 2.7009e-02, PNorm = 286.3523, GNorm = 0.0260, lr_0 = 9.9787e-04
Validation prc-auc = 0.049038
Epoch 3423
Loss = 2.8948e-02, PNorm = 286.4013, GNorm = 0.1069, lr_0 = 9.9787e-04
Validation prc-auc = 0.047609
Epoch 3424
Loss = 1.2770e-02, PNorm = 286.4417, GNorm = 0.5913, lr_0 = 9.9787e-04
Validation prc-auc = 0.045333
Epoch 3425
Loss = 1.7701e-02, PNorm = 286.4755, GNorm = 0.0529, lr_0 = 9.9787e-04
Validation prc-auc = 0.049042
Epoch 3426
Loss = 2.9096e-02, PNorm = 286.5108, GNorm = 1.0249, lr_0 = 9.9787e-04
Validation prc-auc = 0.060312
Epoch 3427
Loss = 8.8575e-03, PNorm = 286.5258, GNorm = 0.6431, lr_0 = 9.9787e-04
Validation prc-auc = 0.055758
Epoch 3428
Loss = 1.4347e-02, PNorm = 286.5463, GNorm = 0.1747, lr_0 = 9.9787e-04
Validation prc-auc = 0.060141
Epoch 3429
Loss = 3.7659e-03, PNorm = 286.5805, GNorm = 0.1449, lr_0 = 9.9787e-04
Loss = 1.9525e-02, PNorm = 286.6073, GNorm = 0.3576, lr_0 = 9.9787e-04
Validation prc-auc = 0.062348
Epoch 3430
Loss = 6.6234e-02, PNorm = 286.6385, GNorm = 1.5704, lr_0 = 9.9786e-04
Validation prc-auc = 0.057406
Epoch 3431
Loss = 3.3225e-02, PNorm = 286.7049, GNorm = 0.4960, lr_0 = 9.9786e-04
Validation prc-auc = 0.061685
Epoch 3432
Loss = 1.2128e-02, PNorm = 286.7437, GNorm = 0.6357, lr_0 = 9.9786e-04
Validation prc-auc = 0.060559
Epoch 3433
Loss = 4.2357e-02, PNorm = 286.7740, GNorm = 1.7542, lr_0 = 9.9786e-04
Validation prc-auc = 0.056358
Epoch 3434
Loss = 1.8025e-02, PNorm = 286.8309, GNorm = 0.6437, lr_0 = 9.9786e-04
Validation prc-auc = 0.047530
Epoch 3435
Loss = 4.5683e-02, PNorm = 286.8720, GNorm = 0.8664, lr_0 = 9.9786e-04
Validation prc-auc = 0.044101
Epoch 3436
Loss = 2.4949e-02, PNorm = 286.9100, GNorm = 1.4185, lr_0 = 9.9786e-04
Validation prc-auc = 0.046557
Epoch 3437
Loss = 1.4205e-02, PNorm = 286.9437, GNorm = 0.0134, lr_0 = 9.9786e-04
Validation prc-auc = 0.047056
Epoch 3438
Loss = 3.8568e-03, PNorm = 286.9694, GNorm = 0.1884, lr_0 = 9.9786e-04
Validation prc-auc = 0.046633
Epoch 3439
Loss = 5.1834e-03, PNorm = 286.9867, GNorm = 0.1592, lr_0 = 9.9786e-04
Loss = 2.6659e-02, PNorm = 287.0050, GNorm = 1.0676, lr_0 = 9.9786e-04
Validation prc-auc = 0.046664
Epoch 3440
Loss = 1.0977e-02, PNorm = 287.0216, GNorm = 0.1518, lr_0 = 9.9786e-04
Validation prc-auc = 0.042527
Epoch 3441
Loss = 2.2652e-02, PNorm = 287.0432, GNorm = 0.3894, lr_0 = 9.9786e-04
Validation prc-auc = 0.045926
Epoch 3442
Loss = 3.5247e-02, PNorm = 287.0804, GNorm = 0.5862, lr_0 = 9.9786e-04
Validation prc-auc = 0.058260
Epoch 3443
Loss = 2.8480e-02, PNorm = 287.1143, GNorm = 0.2270, lr_0 = 9.9785e-04
Validation prc-auc = 0.071115
Epoch 3444
Loss = 1.0818e-02, PNorm = 287.1411, GNorm = 0.1372, lr_0 = 9.9785e-04
Validation prc-auc = 0.074927
Epoch 3445
Loss = 1.0490e-02, PNorm = 287.1643, GNorm = 0.6144, lr_0 = 9.9785e-04
Validation prc-auc = 0.075084
Epoch 3446
Loss = 5.9382e-03, PNorm = 287.1861, GNorm = 0.4750, lr_0 = 9.9785e-04
Validation prc-auc = 0.075681
Epoch 3447
Loss = 4.5266e-02, PNorm = 287.2044, GNorm = 0.0229, lr_0 = 9.9785e-04
Validation prc-auc = 0.077507
Epoch 3448
Loss = 3.9780e-02, PNorm = 287.2316, GNorm = 1.1423, lr_0 = 9.9785e-04
Validation prc-auc = 0.066582
Epoch 3449
Loss = 3.5471e-02, PNorm = 287.2584, GNorm = 1.4296, lr_0 = 9.9785e-04
Loss = 1.6922e-02, PNorm = 287.2959, GNorm = 0.8880, lr_0 = 9.9785e-04
Validation prc-auc = 0.068321
Epoch 3450
Loss = 3.4930e-02, PNorm = 287.3341, GNorm = 0.0301, lr_0 = 9.9785e-04
Validation prc-auc = 0.061855
Epoch 3451
Loss = 2.2467e-02, PNorm = 287.3795, GNorm = 0.0168, lr_0 = 9.9785e-04
Validation prc-auc = 0.054076
Epoch 3452
Loss = 1.3954e-02, PNorm = 287.4200, GNorm = 0.9257, lr_0 = 9.9785e-04
Validation prc-auc = 0.046018
Epoch 3453
Loss = 1.0197e-02, PNorm = 287.4416, GNorm = 0.0177, lr_0 = 9.9785e-04
Validation prc-auc = 0.050338
Epoch 3454
Loss = 3.1907e-02, PNorm = 287.4804, GNorm = 1.2655, lr_0 = 9.9785e-04
Validation prc-auc = 0.044589
Epoch 3455
Loss = 2.9230e-02, PNorm = 287.5347, GNorm = 1.2778, lr_0 = 9.9785e-04
Validation prc-auc = 0.056060
Epoch 3456
Loss = 1.8140e-02, PNorm = 287.5788, GNorm = 0.0327, lr_0 = 9.9785e-04
Validation prc-auc = 0.062663
Epoch 3457
Loss = 1.3778e-02, PNorm = 287.6091, GNorm = 0.3484, lr_0 = 9.9784e-04
Validation prc-auc = 0.067013
Epoch 3458
Loss = 8.2447e-03, PNorm = 287.6496, GNorm = 0.0164, lr_0 = 9.9784e-04
Validation prc-auc = 0.063139
Epoch 3459
Loss = 1.3422e-03, PNorm = 287.6930, GNorm = 0.0983, lr_0 = 9.9784e-04
Loss = 2.2342e-02, PNorm = 287.7404, GNorm = 1.0642, lr_0 = 9.9784e-04
Validation prc-auc = 0.066476
Epoch 3460
Loss = 4.2431e-02, PNorm = 287.7761, GNorm = 1.0569, lr_0 = 9.9784e-04
Validation prc-auc = 0.064037
Epoch 3461
Loss = 3.2349e-02, PNorm = 287.8306, GNorm = 0.5792, lr_0 = 9.9784e-04
Validation prc-auc = 0.059926
Epoch 3462
Loss = 3.3157e-02, PNorm = 287.8984, GNorm = 0.1259, lr_0 = 9.9784e-04
Validation prc-auc = 0.054664
Epoch 3463
Loss = 1.6444e-02, PNorm = 287.9455, GNorm = 0.3754, lr_0 = 9.9784e-04
Validation prc-auc = 0.044474
Epoch 3464
Loss = 2.0349e-02, PNorm = 287.9863, GNorm = 0.5444, lr_0 = 9.9784e-04
Validation prc-auc = 0.050562
Epoch 3465
Loss = 1.4697e-02, PNorm = 288.0153, GNorm = 0.0570, lr_0 = 9.9784e-04
Validation prc-auc = 0.052939
Epoch 3466
Loss = 6.5834e-03, PNorm = 288.0435, GNorm = 0.0665, lr_0 = 9.9784e-04
Validation prc-auc = 0.053819
Epoch 3467
Loss = 1.3690e-01, PNorm = 288.0670, GNorm = 0.0572, lr_0 = 9.9784e-04
Validation prc-auc = 0.046836
Epoch 3468
Loss = 1.2099e-02, PNorm = 288.1373, GNorm = 0.8225, lr_0 = 9.9784e-04
Validation prc-auc = 0.044322
Epoch 3469
Loss = 4.6647e-02, PNorm = 288.1791, GNorm = 0.9517, lr_0 = 9.9784e-04
Loss = 2.5755e-02, PNorm = 288.2056, GNorm = 5.4755, lr_0 = 9.9783e-04
Validation prc-auc = 0.043003
Epoch 3470
Loss = 4.1030e-02, PNorm = 288.2363, GNorm = 0.7350, lr_0 = 9.9783e-04
Validation prc-auc = 0.050064
Epoch 3471
Loss = 2.7673e-02, PNorm = 288.3014, GNorm = 0.0984, lr_0 = 9.9783e-04
Validation prc-auc = 0.048199
Epoch 3472
Loss = 7.6568e-03, PNorm = 288.3455, GNorm = 0.9792, lr_0 = 9.9783e-04
Validation prc-auc = 0.047744
Epoch 3473
Loss = 3.1764e-02, PNorm = 288.3794, GNorm = 1.2308, lr_0 = 9.9783e-04
Validation prc-auc = 0.039079
Epoch 3474
Loss = 5.8014e-02, PNorm = 288.4116, GNorm = 0.2650, lr_0 = 9.9783e-04
Validation prc-auc = 0.034486
Epoch 3475
Loss = 1.3721e-02, PNorm = 288.4546, GNorm = 0.7750, lr_0 = 9.9783e-04
Validation prc-auc = 0.034256
Epoch 3476
Loss = 1.3330e-02, PNorm = 288.4828, GNorm = 0.7417, lr_0 = 9.9783e-04
Validation prc-auc = 0.046130
Epoch 3477
Loss = 5.2641e-02, PNorm = 288.4998, GNorm = 0.1817, lr_0 = 9.9783e-04
Validation prc-auc = 0.050573
Epoch 3478
Loss = 2.3032e-03, PNorm = 288.5281, GNorm = 0.1996, lr_0 = 9.9783e-04
Validation prc-auc = 0.059223
Epoch 3479
Loss = 3.4469e-03, PNorm = 288.5671, GNorm = 0.1415, lr_0 = 9.9783e-04
Loss = 4.6702e-02, PNorm = 288.5998, GNorm = 0.1033, lr_0 = 9.9783e-04
Validation prc-auc = 0.058198
Epoch 3480
Loss = 2.4613e-02, PNorm = 288.6490, GNorm = 0.2966, lr_0 = 9.9783e-04
Validation prc-auc = 0.055613
Epoch 3481
Loss = 5.2608e-02, PNorm = 288.6930, GNorm = 0.7793, lr_0 = 9.9783e-04
Validation prc-auc = 0.040836
Epoch 3482
Loss = 2.9996e-02, PNorm = 288.7554, GNorm = 0.0769, lr_0 = 9.9783e-04
Validation prc-auc = 0.060791
Epoch 3483
Loss = 6.8584e-03, PNorm = 288.8008, GNorm = 0.1158, lr_0 = 9.9782e-04
Validation prc-auc = 0.070196
Epoch 3484
Loss = 3.9889e-02, PNorm = 288.8189, GNorm = 0.5014, lr_0 = 9.9782e-04
Validation prc-auc = 0.056055
Epoch 3485
Loss = 1.2925e-02, PNorm = 288.8298, GNorm = 0.0600, lr_0 = 9.9782e-04
Validation prc-auc = 0.046543
Epoch 3486
Loss = 3.8889e-03, PNorm = 288.8539, GNorm = 0.2056, lr_0 = 9.9782e-04
Validation prc-auc = 0.048425
Epoch 3487
Loss = 4.3930e-02, PNorm = 288.8838, GNorm = 1.5992, lr_0 = 9.9782e-04
Validation prc-auc = 0.045482
Epoch 3488
Loss = 3.8535e-02, PNorm = 288.9118, GNorm = 1.5167, lr_0 = 9.9782e-04
Validation prc-auc = 0.049058
Epoch 3489
Loss = 2.9229e-03, PNorm = 288.9592, GNorm = 0.1262, lr_0 = 9.9782e-04
Loss = 1.2007e-02, PNorm = 288.9918, GNorm = 0.9606, lr_0 = 9.9782e-04
Validation prc-auc = 0.050307
Epoch 3490
Loss = 1.4419e-02, PNorm = 289.0103, GNorm = 1.3601, lr_0 = 9.9782e-04
Validation prc-auc = 0.054759
Epoch 3491
Loss = 2.0395e-02, PNorm = 289.0286, GNorm = 1.2093, lr_0 = 9.9782e-04
Validation prc-auc = 0.052045
Epoch 3492
Loss = 2.1425e-02, PNorm = 289.0551, GNorm = 1.1660, lr_0 = 9.9782e-04
Validation prc-auc = 0.049452
Epoch 3493
Loss = 2.6195e-02, PNorm = 289.0880, GNorm = 0.9764, lr_0 = 9.9782e-04
Validation prc-auc = 0.049789
Epoch 3494
Loss = 1.3147e-02, PNorm = 289.1278, GNorm = 0.2251, lr_0 = 9.9782e-04
Validation prc-auc = 0.028454
Epoch 3495
Loss = 9.4916e-03, PNorm = 289.1652, GNorm = 0.5510, lr_0 = 9.9782e-04
Validation prc-auc = 0.028161
Epoch 3496
Loss = 1.5240e-02, PNorm = 289.2052, GNorm = 0.1028, lr_0 = 9.9781e-04
Validation prc-auc = 0.040270
Epoch 3497
Loss = 2.4784e-02, PNorm = 289.2411, GNorm = 1.9200, lr_0 = 9.9781e-04
Validation prc-auc = 0.048885
Epoch 3498
Loss = 5.2860e-02, PNorm = 289.2833, GNorm = 2.3679, lr_0 = 9.9781e-04
Validation prc-auc = 0.041965
Epoch 3499
Loss = 7.8250e-03, PNorm = 289.3180, GNorm = 0.3296, lr_0 = 9.9781e-04
Loss = 3.5982e-02, PNorm = 289.3594, GNorm = 0.9128, lr_0 = 9.9781e-04
Validation prc-auc = 0.043267
Epoch 3500
Loss = 3.1763e-02, PNorm = 289.4184, GNorm = 1.7389, lr_0 = 9.9781e-04
Validation prc-auc = 0.050026
Epoch 3501
Loss = 2.7228e-02, PNorm = 289.4595, GNorm = 0.5782, lr_0 = 9.9781e-04
Validation prc-auc = 0.049705
Epoch 3502
Loss = 5.8362e-02, PNorm = 289.5156, GNorm = 0.6712, lr_0 = 9.9781e-04
Validation prc-auc = 0.057936
Epoch 3503
Loss = 3.7580e-02, PNorm = 289.5879, GNorm = 0.0854, lr_0 = 9.9781e-04
Validation prc-auc = 0.064879
Epoch 3504
Loss = 2.4486e-02, PNorm = 289.6375, GNorm = 0.1277, lr_0 = 9.9781e-04
Validation prc-auc = 0.062595
Epoch 3505
Loss = 2.4308e-02, PNorm = 289.6829, GNorm = 0.9915, lr_0 = 9.9781e-04
Validation prc-auc = 0.058736
Epoch 3506
Loss = 3.4381e-02, PNorm = 289.7277, GNorm = 2.2925, lr_0 = 9.9781e-04
Validation prc-auc = 0.065947
Epoch 3507
Loss = 2.7378e-02, PNorm = 289.7491, GNorm = 0.7007, lr_0 = 9.9781e-04
Validation prc-auc = 0.059377
Epoch 3508
Loss = 9.5325e-02, PNorm = 289.7981, GNorm = 1.7545, lr_0 = 9.9781e-04
Validation prc-auc = 0.056295
Epoch 3509
Loss = 4.7792e-02, PNorm = 289.8447, GNorm = 1.8545, lr_0 = 9.9781e-04
Loss = 2.4037e-02, PNorm = 289.8883, GNorm = 2.5422, lr_0 = 9.9780e-04
Validation prc-auc = 0.046108
Epoch 3510
Loss = 4.4891e-02, PNorm = 289.9481, GNorm = 1.8568, lr_0 = 9.9780e-04
Validation prc-auc = 0.056403
Epoch 3511
Loss = 1.8981e-02, PNorm = 289.9879, GNorm = 0.1246, lr_0 = 9.9780e-04
Validation prc-auc = 0.052441
Epoch 3512
Loss = 1.8053e-02, PNorm = 290.0165, GNorm = 0.3185, lr_0 = 9.9780e-04
Validation prc-auc = 0.063517
Epoch 3513
Loss = 1.6281e-02, PNorm = 290.0306, GNorm = 0.8953, lr_0 = 9.9780e-04
Validation prc-auc = 0.063030
Epoch 3514
Loss = 3.6877e-02, PNorm = 290.0474, GNorm = 1.8572, lr_0 = 9.9780e-04
Validation prc-auc = 0.067967
Epoch 3515
Loss = 1.6414e-02, PNorm = 290.0700, GNorm = 1.8445, lr_0 = 9.9780e-04
Validation prc-auc = 0.066798
Epoch 3516
Loss = 4.3180e-03, PNorm = 290.1015, GNorm = 0.1187, lr_0 = 9.9780e-04
Validation prc-auc = 0.066881
Epoch 3517
Loss = 3.2796e-03, PNorm = 290.1261, GNorm = 0.1792, lr_0 = 9.9780e-04
Validation prc-auc = 0.068639
Epoch 3518
Loss = 5.6647e-03, PNorm = 290.1496, GNorm = 0.4606, lr_0 = 9.9780e-04
Validation prc-auc = 0.076905
Epoch 3519
Loss = 4.8581e-03, PNorm = 290.1732, GNorm = 0.2489, lr_0 = 9.9780e-04
Loss = 1.4860e-02, PNorm = 290.2004, GNorm = 0.3560, lr_0 = 9.9780e-04
Validation prc-auc = 0.074345
Epoch 3520
Loss = 9.1308e-03, PNorm = 290.2162, GNorm = 0.9743, lr_0 = 9.9780e-04
Validation prc-auc = 0.071597
Epoch 3521
Loss = 1.7168e-02, PNorm = 290.2416, GNorm = 0.0467, lr_0 = 9.9780e-04
Validation prc-auc = 0.075072
Epoch 3522
Loss = 5.9157e-03, PNorm = 290.2679, GNorm = 0.8183, lr_0 = 9.9780e-04
Validation prc-auc = 0.067979
Epoch 3523
Loss = 7.3289e-03, PNorm = 290.2885, GNorm = 0.1227, lr_0 = 9.9779e-04
Validation prc-auc = 0.062867
Epoch 3524
Loss = 2.0813e-02, PNorm = 290.3118, GNorm = 0.9843, lr_0 = 9.9779e-04
Validation prc-auc = 0.064987
Epoch 3525
Loss = 7.1534e-03, PNorm = 290.3340, GNorm = 0.7393, lr_0 = 9.9779e-04
Validation prc-auc = 0.067882
Epoch 3526
Loss = 7.2502e-03, PNorm = 290.3691, GNorm = 1.0484, lr_0 = 9.9779e-04
Validation prc-auc = 0.069133
Epoch 3527
Loss = 2.2967e-02, PNorm = 290.3945, GNorm = 0.0487, lr_0 = 9.9779e-04
Validation prc-auc = 0.070835
Epoch 3528
Loss = 2.4018e-03, PNorm = 290.4182, GNorm = 0.0707, lr_0 = 9.9779e-04
Validation prc-auc = 0.067400
Epoch 3529
Loss = 9.8242e-03, PNorm = 290.4390, GNorm = 0.4398, lr_0 = 9.9779e-04
Loss = 6.0227e-03, PNorm = 290.4701, GNorm = 1.7066, lr_0 = 9.9779e-04
Validation prc-auc = 0.061210
Epoch 3530
Loss = 2.6690e-02, PNorm = 290.4883, GNorm = 1.6564, lr_0 = 9.9779e-04
Validation prc-auc = 0.063644
Epoch 3531
Loss = 2.7790e-02, PNorm = 290.5446, GNorm = 0.9020, lr_0 = 9.9779e-04
Validation prc-auc = 0.075543
Epoch 3532
Loss = 1.6992e-02, PNorm = 290.6017, GNorm = 0.2734, lr_0 = 9.9779e-04
Validation prc-auc = 0.075574
Epoch 3533
Loss = 9.1580e-02, PNorm = 290.6493, GNorm = 1.0815, lr_0 = 9.9779e-04
Validation prc-auc = 0.076802
Epoch 3534
Loss = 3.3438e-02, PNorm = 290.7147, GNorm = 0.0763, lr_0 = 9.9779e-04
Validation prc-auc = 0.083245
Epoch 3535
Loss = 1.9274e-02, PNorm = 290.7638, GNorm = 0.4982, lr_0 = 9.9779e-04
Validation prc-auc = 0.080805
Epoch 3536
Loss = 1.8357e-02, PNorm = 290.8039, GNorm = 0.1601, lr_0 = 9.9778e-04
Validation prc-auc = 0.080668
Epoch 3537
Loss = 1.2387e-02, PNorm = 290.8531, GNorm = 0.0355, lr_0 = 9.9778e-04
Validation prc-auc = 0.079830
Epoch 3538
Loss = 1.9643e-02, PNorm = 290.8894, GNorm = 1.6053, lr_0 = 9.9778e-04
Validation prc-auc = 0.079654
Epoch 3539
Loss = 2.2534e-03, PNorm = 290.9277, GNorm = 0.0876, lr_0 = 9.9778e-04
Loss = 9.7340e-03, PNorm = 290.9604, GNorm = 0.0638, lr_0 = 9.9778e-04
Validation prc-auc = 0.076045
Epoch 3540
Loss = 4.9026e-02, PNorm = 290.9798, GNorm = 0.5262, lr_0 = 9.9778e-04
Validation prc-auc = 0.070147
Epoch 3541
Loss = 3.0398e-02, PNorm = 291.0180, GNorm = 0.8570, lr_0 = 9.9778e-04
Validation prc-auc = 0.071705
Epoch 3542
Loss = 1.7597e-02, PNorm = 291.0751, GNorm = 0.3444, lr_0 = 9.9778e-04
Validation prc-auc = 0.059453
Epoch 3543
Loss = 2.7500e-02, PNorm = 291.1292, GNorm = 0.1188, lr_0 = 9.9778e-04
Validation prc-auc = 0.064530
Epoch 3544
Loss = 3.4875e-02, PNorm = 291.1805, GNorm = 0.1307, lr_0 = 9.9778e-04
Validation prc-auc = 0.063675
Epoch 3545
Loss = 4.1101e-02, PNorm = 291.2432, GNorm = 0.1283, lr_0 = 9.9778e-04
Validation prc-auc = 0.053715
Epoch 3546
Loss = 7.2074e-03, PNorm = 291.2992, GNorm = 0.6102, lr_0 = 9.9778e-04
Validation prc-auc = 0.051183
Epoch 3547
Loss = 2.6277e-02, PNorm = 291.3511, GNorm = 0.1087, lr_0 = 9.9778e-04
Validation prc-auc = 0.067547
Epoch 3548
Loss = 4.6187e-02, PNorm = 291.3956, GNorm = 1.4330, lr_0 = 9.9778e-04
Validation prc-auc = 0.071460
Epoch 3549
Loss = 5.5022e-02, PNorm = 291.4502, GNorm = 1.9462, lr_0 = 9.9778e-04
Loss = 2.6062e-02, PNorm = 291.5130, GNorm = 1.9812, lr_0 = 9.9777e-04
Validation prc-auc = 0.069686
Epoch 3550
Loss = 3.7972e-02, PNorm = 291.5652, GNorm = 1.6696, lr_0 = 9.9777e-04
Validation prc-auc = 0.070459
Epoch 3551
Loss = 4.6897e-02, PNorm = 291.6303, GNorm = 0.0807, lr_0 = 9.9777e-04
Validation prc-auc = 0.051803
Epoch 3552
Loss = 7.0307e-02, PNorm = 291.6988, GNorm = 2.5951, lr_0 = 9.9777e-04
Validation prc-auc = 0.052046
Epoch 3553
Loss = 3.1597e-02, PNorm = 291.7844, GNorm = 0.0752, lr_0 = 9.9777e-04
Validation prc-auc = 0.053834
Epoch 3554
Loss = 5.2998e-02, PNorm = 291.8414, GNorm = 3.1785, lr_0 = 9.9777e-04
Validation prc-auc = 0.052620
Epoch 3555
Loss = 3.5062e-02, PNorm = 291.8997, GNorm = 1.2509, lr_0 = 9.9777e-04
Validation prc-auc = 0.034909
Epoch 3556
Loss = 3.7109e-02, PNorm = 291.9703, GNorm = 2.0827, lr_0 = 9.9777e-04
Validation prc-auc = 0.028879
Epoch 3557
Loss = 1.7739e-02, PNorm = 292.0251, GNorm = 0.6473, lr_0 = 9.9777e-04
Validation prc-auc = 0.040231
Epoch 3558
Loss = 1.4282e-01, PNorm = 292.0689, GNorm = 3.3500, lr_0 = 9.9777e-04
Validation prc-auc = 0.041477
Epoch 3559
Loss = 4.0361e-03, PNorm = 292.1325, GNorm = 0.1293, lr_0 = 9.9777e-04
Loss = 6.2038e-02, PNorm = 292.2007, GNorm = 1.2799, lr_0 = 9.9777e-04
Validation prc-auc = 0.036259
Epoch 3560
Loss = 3.2323e-02, PNorm = 292.2677, GNorm = 0.7697, lr_0 = 9.9777e-04
Validation prc-auc = 0.039097
Epoch 3561
Loss = 5.9134e-02, PNorm = 292.3097, GNorm = 2.3460, lr_0 = 9.9777e-04
Validation prc-auc = 0.037903
Epoch 3562
Loss = 4.4883e-02, PNorm = 292.3711, GNorm = 0.3654, lr_0 = 9.9776e-04
Validation prc-auc = 0.042177
Epoch 3563
Loss = 4.3005e-02, PNorm = 292.4396, GNorm = 0.3098, lr_0 = 9.9776e-04
Validation prc-auc = 0.049748
Epoch 3564
Loss = 4.3947e-02, PNorm = 292.5011, GNorm = 1.6733, lr_0 = 9.9776e-04
Validation prc-auc = 0.053068
Epoch 3565
Loss = 3.8966e-02, PNorm = 292.5456, GNorm = 2.1416, lr_0 = 9.9776e-04
Validation prc-auc = 0.072322
Epoch 3566
Loss = 3.8729e-02, PNorm = 292.5899, GNorm = 0.6334, lr_0 = 9.9776e-04
Validation prc-auc = 0.081925
Epoch 3567
Loss = 3.3925e-02, PNorm = 292.6199, GNorm = 1.1571, lr_0 = 9.9776e-04
Validation prc-auc = 0.081537
Epoch 3568
Loss = 1.1614e-02, PNorm = 292.6542, GNorm = 0.1248, lr_0 = 9.9776e-04
Validation prc-auc = 0.076543
Epoch 3569
Loss = 6.4847e-03, PNorm = 292.6848, GNorm = 0.2712, lr_0 = 9.9776e-04
Loss = 3.7656e-02, PNorm = 292.7055, GNorm = 0.1601, lr_0 = 9.9776e-04
Validation prc-auc = 0.082925
Epoch 3570
Loss = 2.3357e-02, PNorm = 292.7556, GNorm = 0.1250, lr_0 = 9.9776e-04
Validation prc-auc = 0.086354
Epoch 3571
Loss = 3.7882e-02, PNorm = 292.7971, GNorm = 0.9837, lr_0 = 9.9776e-04
Validation prc-auc = 0.074348
Epoch 3572
Loss = 2.9405e-02, PNorm = 292.8466, GNorm = 3.6189, lr_0 = 9.9776e-04
Validation prc-auc = 0.050427
Epoch 3573
Loss = 5.5798e-02, PNorm = 292.8879, GNorm = 1.0306, lr_0 = 9.9776e-04
Validation prc-auc = 0.053454
Epoch 3574
Loss = 1.7824e-02, PNorm = 292.9643, GNorm = 0.8388, lr_0 = 9.9776e-04
Validation prc-auc = 0.061707
Epoch 3575
Loss = 1.5541e-02, PNorm = 293.0213, GNorm = 0.1248, lr_0 = 9.9776e-04
Validation prc-auc = 0.066447
Epoch 3576
Loss = 1.1801e-02, PNorm = 293.0511, GNorm = 0.8068, lr_0 = 9.9775e-04
Validation prc-auc = 0.067385
Epoch 3577
Loss = 1.0707e-02, PNorm = 293.0908, GNorm = 0.2047, lr_0 = 9.9775e-04
Validation prc-auc = 0.063972
Epoch 3578
Loss = 5.7241e-02, PNorm = 293.1211, GNorm = 1.4054, lr_0 = 9.9775e-04
Validation prc-auc = 0.065207
Epoch 3579
Loss = 5.4843e-03, PNorm = 293.1465, GNorm = 0.2017, lr_0 = 9.9775e-04
Loss = 2.8159e-02, PNorm = 293.1923, GNorm = 0.6994, lr_0 = 9.9775e-04
Validation prc-auc = 0.062310
Epoch 3580
Loss = 2.4435e-02, PNorm = 293.2278, GNorm = 0.1128, lr_0 = 9.9775e-04
Validation prc-auc = 0.055267
Epoch 3581
Loss = 8.2357e-02, PNorm = 293.2571, GNorm = 1.6692, lr_0 = 9.9775e-04
Validation prc-auc = 0.060226
Epoch 3582
Loss = 1.6010e-02, PNorm = 293.2964, GNorm = 0.0908, lr_0 = 9.9775e-04
Validation prc-auc = 0.060718
Epoch 3583
Loss = 1.8245e-02, PNorm = 293.3252, GNorm = 0.7014, lr_0 = 9.9775e-04
Validation prc-auc = 0.064722
Epoch 3584
Loss = 1.0590e-02, PNorm = 293.3502, GNorm = 0.1373, lr_0 = 9.9775e-04
Validation prc-auc = 0.061495
Epoch 3585
Loss = 1.3022e-02, PNorm = 293.3668, GNorm = 0.9377, lr_0 = 9.9775e-04
Validation prc-auc = 0.066571
Epoch 3586
Loss = 1.6538e-02, PNorm = 293.4065, GNorm = 1.1980, lr_0 = 9.9775e-04
Validation prc-auc = 0.068684
Epoch 3587
Loss = 1.0237e-01, PNorm = 293.4359, GNorm = 0.0308, lr_0 = 9.9775e-04
Validation prc-auc = 0.060861
Epoch 3588
Loss = 2.0758e-02, PNorm = 293.4664, GNorm = 1.5171, lr_0 = 9.9775e-04
Validation prc-auc = 0.077728
Epoch 3589
Loss = 1.5435e-02, PNorm = 293.5080, GNorm = 0.7471, lr_0 = 9.9774e-04
Loss = 1.8119e-02, PNorm = 293.5430, GNorm = 0.1195, lr_0 = 9.9774e-04
Validation prc-auc = 0.074506
Epoch 3590
Loss = 4.1677e-02, PNorm = 293.5853, GNorm = 0.0786, lr_0 = 9.9774e-04
Validation prc-auc = 0.077019
Epoch 3591
Loss = 2.3070e-02, PNorm = 293.6159, GNorm = 0.5910, lr_0 = 9.9774e-04
Validation prc-auc = 0.079559
Epoch 3592
Loss = 1.0079e-02, PNorm = 293.6609, GNorm = 0.2861, lr_0 = 9.9774e-04
Validation prc-auc = 0.081715
Epoch 3593
Loss = 8.0965e-03, PNorm = 293.6852, GNorm = 1.1478, lr_0 = 9.9774e-04
Validation prc-auc = 0.097113
Epoch 3594
Loss = 6.2056e-02, PNorm = 293.6995, GNorm = 1.4117, lr_0 = 9.9774e-04
Validation prc-auc = 0.084800
Epoch 3595
Loss = 1.4814e-02, PNorm = 293.7347, GNorm = 0.3257, lr_0 = 9.9774e-04
Validation prc-auc = 0.076763
Epoch 3596
Loss = 3.1125e-02, PNorm = 293.7641, GNorm = 0.0426, lr_0 = 9.9774e-04
Validation prc-auc = 0.061760
Epoch 3597
Loss = 2.9168e-02, PNorm = 293.7923, GNorm = 2.0793, lr_0 = 9.9774e-04
Validation prc-auc = 0.081235
Epoch 3598
Loss = 1.1396e-02, PNorm = 293.8334, GNorm = 0.6097, lr_0 = 9.9774e-04
Validation prc-auc = 0.087083
Epoch 3599
Loss = 4.3211e-03, PNorm = 293.8628, GNorm = 0.2251, lr_0 = 9.9774e-04
Loss = 1.7752e-02, PNorm = 293.8928, GNorm = 0.1062, lr_0 = 9.9774e-04
Validation prc-auc = 0.084705
Epoch 3600
Loss = 4.0129e-02, PNorm = 293.9250, GNorm = 0.9667, lr_0 = 9.9774e-04
Validation prc-auc = 0.086242
Epoch 3601
Loss = 1.7588e-02, PNorm = 293.9801, GNorm = 1.0905, lr_0 = 9.9774e-04
Validation prc-auc = 0.087747
Epoch 3602
Loss = 5.8562e-02, PNorm = 294.0195, GNorm = 0.3867, lr_0 = 9.9773e-04
Validation prc-auc = 0.081432
Epoch 3603
Loss = 2.0309e-02, PNorm = 294.0644, GNorm = 1.6647, lr_0 = 9.9773e-04
Validation prc-auc = 0.076387
Epoch 3604
Loss = 4.5505e-02, PNorm = 294.1215, GNorm = 1.1267, lr_0 = 9.9773e-04
Validation prc-auc = 0.065547
Epoch 3605
Loss = 4.7687e-02, PNorm = 294.1651, GNorm = 1.5313, lr_0 = 9.9773e-04
Validation prc-auc = 0.048648
Epoch 3606
Loss = 2.8272e-02, PNorm = 294.2221, GNorm = 1.8172, lr_0 = 9.9773e-04
Validation prc-auc = 0.065950
Epoch 3607
Loss = 1.9433e-02, PNorm = 294.2833, GNorm = 0.0157, lr_0 = 9.9773e-04
Validation prc-auc = 0.077949
Epoch 3608
Loss = 2.8881e-03, PNorm = 294.3314, GNorm = 0.1412, lr_0 = 9.9773e-04
Validation prc-auc = 0.086825
Epoch 3609
Loss = 5.6377e-02, PNorm = 294.3876, GNorm = 2.1338, lr_0 = 9.9773e-04
Loss = 3.5575e-02, PNorm = 294.4399, GNorm = 0.9167, lr_0 = 9.9773e-04
Validation prc-auc = 0.089980
Epoch 3610
Loss = 2.9169e-02, PNorm = 294.4852, GNorm = 0.4978, lr_0 = 9.9773e-04
Validation prc-auc = 0.092708
Epoch 3611
Loss = 2.2661e-02, PNorm = 294.5246, GNorm = 1.4365, lr_0 = 9.9773e-04
Validation prc-auc = 0.100397
Epoch 3612
Loss = 2.8385e-02, PNorm = 294.5598, GNorm = 0.1606, lr_0 = 9.9773e-04
Validation prc-auc = 0.094255
Epoch 3613
Loss = 2.5551e-02, PNorm = 294.5880, GNorm = 0.0177, lr_0 = 9.9773e-04
Validation prc-auc = 0.097908
Epoch 3614
Loss = 2.8409e-02, PNorm = 294.6267, GNorm = 0.1906, lr_0 = 9.9773e-04
Validation prc-auc = 0.096205
Epoch 3615
Loss = 1.1477e-02, PNorm = 294.6699, GNorm = 0.8968, lr_0 = 9.9772e-04
Validation prc-auc = 0.096501
Epoch 3616
Loss = 7.9351e-02, PNorm = 294.6976, GNorm = 0.1258, lr_0 = 9.9772e-04
Validation prc-auc = 0.093273
Epoch 3617
Loss = 1.1801e-02, PNorm = 294.7314, GNorm = 0.5478, lr_0 = 9.9772e-04
Validation prc-auc = 0.089313
Epoch 3618
Loss = 3.8022e-02, PNorm = 294.7796, GNorm = 1.3783, lr_0 = 9.9772e-04
Validation prc-auc = 0.091627
Epoch 3619
Loss = 2.0106e-03, PNorm = 294.8214, GNorm = 0.0883, lr_0 = 9.9772e-04
Loss = 2.5076e-02, PNorm = 294.8497, GNorm = 0.2579, lr_0 = 9.9772e-04
Validation prc-auc = 0.086259
Epoch 3620
Loss = 3.2787e-02, PNorm = 294.8912, GNorm = 0.9376, lr_0 = 9.9772e-04
Validation prc-auc = 0.085005
Epoch 3621
Loss = 4.0110e-02, PNorm = 294.9490, GNorm = 0.1408, lr_0 = 9.9772e-04
Validation prc-auc = 0.072064
Epoch 3622
Loss = 3.7824e-02, PNorm = 295.0118, GNorm = 0.0965, lr_0 = 9.9772e-04
Validation prc-auc = 0.063595
Epoch 3623
Loss = 4.1099e-02, PNorm = 295.0670, GNorm = 1.6315, lr_0 = 9.9772e-04
Validation prc-auc = 0.051580
Epoch 3624
Loss = 4.0591e-02, PNorm = 295.1189, GNorm = 0.9178, lr_0 = 9.9772e-04
Validation prc-auc = 0.062631
Epoch 3625
Loss = 2.9220e-02, PNorm = 295.1867, GNorm = 0.6512, lr_0 = 9.9772e-04
Validation prc-auc = 0.074029
Epoch 3626
Loss = 3.5402e-02, PNorm = 295.2329, GNorm = 0.9220, lr_0 = 9.9772e-04
Validation prc-auc = 0.071743
Epoch 3627
Loss = 6.3971e-02, PNorm = 295.2937, GNorm = 1.1727, lr_0 = 9.9772e-04
Validation prc-auc = 0.072192
Epoch 3628
Loss = 2.1519e-01, PNorm = 295.3529, GNorm = 2.8310, lr_0 = 9.9772e-04
Validation prc-auc = 0.067023
Epoch 3629
Loss = 9.1848e-03, PNorm = 295.4160, GNorm = 0.2762, lr_0 = 9.9771e-04
Loss = 2.5902e-02, PNorm = 295.5050, GNorm = 0.2027, lr_0 = 9.9771e-04
Validation prc-auc = 0.077464
Epoch 3630
Loss = 8.4564e-02, PNorm = 295.5710, GNorm = 2.1059, lr_0 = 9.9771e-04
Validation prc-auc = 0.066556
Epoch 3631
Loss = 3.1069e-02, PNorm = 295.6356, GNorm = 0.6469, lr_0 = 9.9771e-04
Validation prc-auc = 0.071399
Epoch 3632
Loss = 4.6831e-02, PNorm = 295.6896, GNorm = 2.2011, lr_0 = 9.9771e-04
Validation prc-auc = 0.067329
Epoch 3633
Loss = 3.3576e-02, PNorm = 295.7476, GNorm = 0.9502, lr_0 = 9.9771e-04
Validation prc-auc = 0.074827
Epoch 3634
Loss = 3.5939e-02, PNorm = 295.8055, GNorm = 1.3877, lr_0 = 9.9771e-04
Validation prc-auc = 0.075323
Epoch 3635
Loss = 5.3420e-02, PNorm = 295.8471, GNorm = 0.3898, lr_0 = 9.9771e-04
Validation prc-auc = 0.056084
Epoch 3636
Loss = 1.9418e-02, PNorm = 295.8915, GNorm = 0.6312, lr_0 = 9.9771e-04
Validation prc-auc = 0.067801
Epoch 3637
Loss = 2.4332e-02, PNorm = 295.9285, GNorm = 0.4212, lr_0 = 9.9771e-04
Validation prc-auc = 0.063991
Epoch 3638
Loss = 2.2686e-02, PNorm = 295.9538, GNorm = 1.1705, lr_0 = 9.9771e-04
Validation prc-auc = 0.077324
Epoch 3639
Loss = 1.2529e-02, PNorm = 295.9868, GNorm = 0.4657, lr_0 = 9.9771e-04
Loss = 1.2523e-02, PNorm = 296.0215, GNorm = 0.0929, lr_0 = 9.9771e-04
Validation prc-auc = 0.088201
Epoch 3640
Loss = 8.5021e-03, PNorm = 296.0413, GNorm = 0.1180, lr_0 = 9.9771e-04
Validation prc-auc = 0.086380
Epoch 3641
Loss = 1.5894e-02, PNorm = 296.0538, GNorm = 0.7692, lr_0 = 9.9771e-04
Validation prc-auc = 0.091411
Epoch 3642
Loss = 5.9494e-03, PNorm = 296.0735, GNorm = 0.0987, lr_0 = 9.9770e-04
Validation prc-auc = 0.092172
Epoch 3643
Loss = 3.2070e-02, PNorm = 296.0901, GNorm = 0.2560, lr_0 = 9.9770e-04
Validation prc-auc = 0.091609
Epoch 3644
Loss = 1.2806e-02, PNorm = 296.1187, GNorm = 1.1819, lr_0 = 9.9770e-04
Validation prc-auc = 0.097762
Epoch 3645
Loss = 8.0209e-03, PNorm = 296.1554, GNorm = 0.0967, lr_0 = 9.9770e-04
Validation prc-auc = 0.075659
Epoch 3646
Loss = 1.0397e-02, PNorm = 296.1957, GNorm = 0.1632, lr_0 = 9.9770e-04
Validation prc-auc = 0.074597
Epoch 3647
Loss = 2.6300e-02, PNorm = 296.2367, GNorm = 0.3232, lr_0 = 9.9770e-04
Validation prc-auc = 0.048003
Epoch 3648
Loss = 2.0299e-02, PNorm = 296.2768, GNorm = 1.0715, lr_0 = 9.9770e-04
Validation prc-auc = 0.068240
Epoch 3649
Loss = 2.4763e-03, PNorm = 296.3477, GNorm = 0.0797, lr_0 = 9.9770e-04
Loss = 3.8066e-02, PNorm = 296.4033, GNorm = 1.8390, lr_0 = 9.9770e-04
Validation prc-auc = 0.065651
Epoch 3650
Loss = 2.5176e-02, PNorm = 296.4513, GNorm = 0.5051, lr_0 = 9.9770e-04
Validation prc-auc = 0.063864
Epoch 3651
Loss = 3.4614e-02, PNorm = 296.4883, GNorm = 0.2944, lr_0 = 9.9770e-04
Validation prc-auc = 0.055015
Epoch 3652
Loss = 2.7890e-02, PNorm = 296.5359, GNorm = 0.2224, lr_0 = 9.9770e-04
Validation prc-auc = 0.050795
Epoch 3653
Loss = 8.0547e-02, PNorm = 296.6060, GNorm = 3.5437, lr_0 = 9.9770e-04
Validation prc-auc = 0.050070
Epoch 3654
Loss = 5.2179e-02, PNorm = 296.6746, GNorm = 0.6405, lr_0 = 9.9770e-04
Validation prc-auc = 0.036314
Epoch 3655
Loss = 1.6964e-02, PNorm = 296.7343, GNorm = 0.8494, lr_0 = 9.9769e-04
Validation prc-auc = 0.039651
Epoch 3656
Loss = 1.2675e-01, PNorm = 296.7786, GNorm = 0.6092, lr_0 = 9.9769e-04
Validation prc-auc = 0.062097
Epoch 3657
Loss = 2.2680e-02, PNorm = 296.8294, GNorm = 0.0272, lr_0 = 9.9769e-04
Validation prc-auc = 0.057679
Epoch 3658
Loss = 9.2908e-03, PNorm = 296.8646, GNorm = 0.4281, lr_0 = 9.9769e-04
Validation prc-auc = 0.045374
Epoch 3659
Loss = 2.4945e-03, PNorm = 296.9173, GNorm = 0.0969, lr_0 = 9.9769e-04
Loss = 4.4441e-02, PNorm = 296.9684, GNorm = 1.5337, lr_0 = 9.9769e-04
Validation prc-auc = 0.046336
Epoch 3660
Loss = 3.1272e-02, PNorm = 297.0190, GNorm = 1.1675, lr_0 = 9.9769e-04
Validation prc-auc = 0.045340
Epoch 3661
Loss = 2.2752e-02, PNorm = 297.0761, GNorm = 0.0635, lr_0 = 9.9769e-04
Validation prc-auc = 0.064310
Epoch 3662
Loss = 6.7499e-02, PNorm = 297.1189, GNorm = 0.3805, lr_0 = 9.9769e-04
Validation prc-auc = 0.070089
Epoch 3663
Loss = 4.6053e-02, PNorm = 297.1562, GNorm = 2.3144, lr_0 = 9.9769e-04
Validation prc-auc = 0.067126
Epoch 3664
Loss = 2.7663e-02, PNorm = 297.2058, GNorm = 0.1950, lr_0 = 9.9769e-04
Validation prc-auc = 0.064187
Epoch 3665
Loss = 1.0393e-02, PNorm = 297.2424, GNorm = 0.6366, lr_0 = 9.9769e-04
Validation prc-auc = 0.066738
Epoch 3666
Loss = 4.2235e-02, PNorm = 297.2631, GNorm = 1.5427, lr_0 = 9.9769e-04
Validation prc-auc = 0.052110
Epoch 3667
Loss = 6.3440e-02, PNorm = 297.2916, GNorm = 0.4075, lr_0 = 9.9769e-04
Validation prc-auc = 0.057765
Epoch 3668
Loss = 5.8677e-02, PNorm = 297.3472, GNorm = 3.1460, lr_0 = 9.9769e-04
Validation prc-auc = 0.058821
Epoch 3669
Loss = 1.6454e-03, PNorm = 297.3977, GNorm = 0.0806, lr_0 = 9.9768e-04
Loss = 4.6798e-02, PNorm = 297.4377, GNorm = 0.2952, lr_0 = 9.9768e-04
Validation prc-auc = 0.044666
Epoch 3670
Loss = 2.9185e-02, PNorm = 297.4649, GNorm = 1.6074, lr_0 = 9.9768e-04
Validation prc-auc = 0.045936
Epoch 3671
Loss = 2.9435e-02, PNorm = 297.5084, GNorm = 0.1126, lr_0 = 9.9768e-04
Validation prc-auc = 0.044287
Epoch 3672
Loss = 1.3969e-02, PNorm = 297.5532, GNorm = 0.2014, lr_0 = 9.9768e-04
Validation prc-auc = 0.042664
Epoch 3673
Loss = 3.8826e-02, PNorm = 297.5728, GNorm = 0.9398, lr_0 = 9.9768e-04
Validation prc-auc = 0.045371
Epoch 3674
Loss = 2.2665e-02, PNorm = 297.6107, GNorm = 2.0864, lr_0 = 9.9768e-04
Validation prc-auc = 0.044546
Epoch 3675
Loss = 1.3620e-02, PNorm = 297.6508, GNorm = 0.6069, lr_0 = 9.9768e-04
Validation prc-auc = 0.044362
Epoch 3676
Loss = 1.0682e-02, PNorm = 297.6814, GNorm = 0.0100, lr_0 = 9.9768e-04
Validation prc-auc = 0.046115
Epoch 3677
Loss = 6.5096e-02, PNorm = 297.7010, GNorm = 2.0233, lr_0 = 9.9768e-04
Validation prc-auc = 0.048149
Epoch 3678
Loss = 9.4847e-03, PNorm = 297.7301, GNorm = 0.4637, lr_0 = 9.9768e-04
Validation prc-auc = 0.054908
Epoch 3679
Loss = 2.4572e-02, PNorm = 297.7622, GNorm = 0.9860, lr_0 = 9.9768e-04
Loss = 1.5564e-02, PNorm = 297.7915, GNorm = 0.1037, lr_0 = 9.9768e-04
Validation prc-auc = 0.055195
Epoch 3680
Loss = 3.7810e-02, PNorm = 297.8198, GNorm = 2.1808, lr_0 = 9.9768e-04
Validation prc-auc = 0.055340
Epoch 3681
Loss = 1.1019e-02, PNorm = 297.8560, GNorm = 0.1018, lr_0 = 9.9767e-04
Validation prc-auc = 0.055003
Epoch 3682
Loss = 8.2885e-03, PNorm = 297.8838, GNorm = 1.3420, lr_0 = 9.9767e-04
Validation prc-auc = 0.060019
Epoch 3683
Loss = 3.5649e-02, PNorm = 297.9055, GNorm = 0.1590, lr_0 = 9.9767e-04
Validation prc-auc = 0.076167
Epoch 3684
Loss = 7.2123e-03, PNorm = 297.9284, GNorm = 0.7235, lr_0 = 9.9767e-04
Validation prc-auc = 0.069894
Epoch 3685
Loss = 5.2839e-02, PNorm = 297.9494, GNorm = 0.4286, lr_0 = 9.9767e-04
Validation prc-auc = 0.060154
Epoch 3686
Loss = 3.2893e-03, PNorm = 297.9785, GNorm = 0.0054, lr_0 = 9.9767e-04
Validation prc-auc = 0.059924
Epoch 3687
Loss = 7.4835e-02, PNorm = 298.0022, GNorm = 0.0952, lr_0 = 9.9767e-04
Validation prc-auc = 0.056610
Epoch 3688
Loss = 3.0840e-02, PNorm = 298.0434, GNorm = 0.9814, lr_0 = 9.9767e-04
Validation prc-auc = 0.063655
Epoch 3689
Loss = 1.4413e-02, PNorm = 298.0804, GNorm = 0.5878, lr_0 = 9.9767e-04
Loss = 7.2273e-03, PNorm = 298.1017, GNorm = 0.0575, lr_0 = 9.9767e-04
Validation prc-auc = 0.070228
Epoch 3690
Loss = 1.1214e-02, PNorm = 298.1173, GNorm = 0.2186, lr_0 = 9.9767e-04
Validation prc-auc = 0.067920
Epoch 3691
Loss = 4.0362e-02, PNorm = 298.1390, GNorm = 0.7919, lr_0 = 9.9767e-04
Validation prc-auc = 0.066622
Epoch 3692
Loss = 2.7807e-02, PNorm = 298.1623, GNorm = 1.4489, lr_0 = 9.9767e-04
Validation prc-auc = 0.078202
Epoch 3693
Loss = 2.2706e-02, PNorm = 298.1914, GNorm = 0.3035, lr_0 = 9.9767e-04
Validation prc-auc = 0.073262
Epoch 3694
Loss = 1.7978e-02, PNorm = 298.2258, GNorm = 2.4673, lr_0 = 9.9767e-04
Validation prc-auc = 0.079136
Epoch 3695
Loss = 6.6227e-03, PNorm = 298.2542, GNorm = 0.1949, lr_0 = 9.9766e-04
Validation prc-auc = 0.080763
Epoch 3696
Loss = 6.0141e-02, PNorm = 298.2738, GNorm = 2.8872, lr_0 = 9.9766e-04
Validation prc-auc = 0.068247
Epoch 3697
Loss = 1.2175e-02, PNorm = 298.3134, GNorm = 0.2025, lr_0 = 9.9766e-04
Validation prc-auc = 0.060162
Epoch 3698
Loss = 2.2648e-02, PNorm = 298.3524, GNorm = 1.1904, lr_0 = 9.9766e-04
Validation prc-auc = 0.065108
Epoch 3699
Loss = 3.1336e-02, PNorm = 298.3839, GNorm = 2.1370, lr_0 = 9.9766e-04
Loss = 7.4612e-02, PNorm = 298.4462, GNorm = 0.1505, lr_0 = 9.9766e-04
Validation prc-auc = 0.075147
Epoch 3700
Loss = 4.2443e-02, PNorm = 298.5117, GNorm = 1.0112, lr_0 = 9.9766e-04
Validation prc-auc = 0.076023
Epoch 3701
Loss = 6.2940e-02, PNorm = 298.5696, GNorm = 1.5342, lr_0 = 9.9766e-04
Validation prc-auc = 0.067842
Epoch 3702
Loss = 4.7560e-02, PNorm = 298.6289, GNorm = 0.2406, lr_0 = 9.9766e-04
Validation prc-auc = 0.064212
Epoch 3703
Loss = 3.3739e-02, PNorm = 298.6861, GNorm = 0.0517, lr_0 = 9.9766e-04
Validation prc-auc = 0.066557
Epoch 3704
Loss = 6.3473e-02, PNorm = 298.7244, GNorm = 0.1857, lr_0 = 9.9766e-04
Validation prc-auc = 0.062489
Epoch 3705
Loss = 3.3817e-02, PNorm = 298.7551, GNorm = 0.2313, lr_0 = 9.9766e-04
Validation prc-auc = 0.065016
Epoch 3706
Loss = 4.8127e-03, PNorm = 298.7978, GNorm = 0.1417, lr_0 = 9.9766e-04
Validation prc-auc = 0.062701
Epoch 3707
Loss = 4.9057e-02, PNorm = 298.8299, GNorm = 1.3926, lr_0 = 9.9766e-04
Validation prc-auc = 0.068344
Epoch 3708
Loss = 7.0713e-03, PNorm = 298.8504, GNorm = 0.4480, lr_0 = 9.9765e-04
Validation prc-auc = 0.061427
Epoch 3709
Loss = 1.0952e-01, PNorm = 298.8701, GNorm = 1.4071, lr_0 = 9.9765e-04
Loss = 2.6430e-02, PNorm = 298.9153, GNorm = 0.6979, lr_0 = 9.9765e-04
Validation prc-auc = 0.066086
Epoch 3710
Loss = 2.7316e-02, PNorm = 298.9461, GNorm = 0.8786, lr_0 = 9.9765e-04
Validation prc-auc = 0.062068
Epoch 3711
Loss = 2.9712e-02, PNorm = 298.9769, GNorm = 0.2143, lr_0 = 9.9765e-04
Validation prc-auc = 0.047389
Epoch 3712
Loss = 3.0812e-02, PNorm = 299.0198, GNorm = 0.3682, lr_0 = 9.9765e-04
Validation prc-auc = 0.038762
Epoch 3713
Loss = 3.0280e-02, PNorm = 299.0545, GNorm = 0.1469, lr_0 = 9.9765e-04
Validation prc-auc = 0.041609
Epoch 3714
Loss = 1.7614e-02, PNorm = 299.0843, GNorm = 0.6300, lr_0 = 9.9765e-04
Validation prc-auc = 0.047392
Epoch 3715
Loss = 3.8674e-02, PNorm = 299.1130, GNorm = 0.0848, lr_0 = 9.9765e-04
Validation prc-auc = 0.058027
Epoch 3716
Loss = 8.5459e-03, PNorm = 299.1354, GNorm = 0.0178, lr_0 = 9.9765e-04
Validation prc-auc = 0.063348
Epoch 3717
Loss = 4.1163e-02, PNorm = 299.1542, GNorm = 1.6161, lr_0 = 9.9765e-04
Validation prc-auc = 0.058500
Epoch 3718
Loss = 1.9587e-02, PNorm = 299.1863, GNorm = 0.3282, lr_0 = 9.9765e-04
Validation prc-auc = 0.055209
Epoch 3719
Loss = 3.6788e-02, PNorm = 299.2229, GNorm = 1.0288, lr_0 = 9.9765e-04
Loss = 3.4830e-02, PNorm = 299.2463, GNorm = 0.7291, lr_0 = 9.9765e-04
Validation prc-auc = 0.060833
Epoch 3720
Loss = 5.9521e-03, PNorm = 299.2695, GNorm = 0.5134, lr_0 = 9.9765e-04
Validation prc-auc = 0.057977
Epoch 3721
Loss = 3.4378e-02, PNorm = 299.2869, GNorm = 1.0918, lr_0 = 9.9764e-04
Validation prc-auc = 0.048277
Epoch 3722
Loss = 1.3353e-02, PNorm = 299.3194, GNorm = 0.4230, lr_0 = 9.9764e-04
Validation prc-auc = 0.061681
Epoch 3723
Loss = 2.5757e-02, PNorm = 299.3639, GNorm = 0.2420, lr_0 = 9.9764e-04
Validation prc-auc = 0.061698
Epoch 3724
Loss = 3.9703e-02, PNorm = 299.4013, GNorm = 1.6729, lr_0 = 9.9764e-04
Validation prc-auc = 0.056441
Epoch 3725
Loss = 1.8554e-02, PNorm = 299.4457, GNorm = 1.9077, lr_0 = 9.9764e-04
Validation prc-auc = 0.064052
Epoch 3726
Loss = 4.0904e-02, PNorm = 299.4788, GNorm = 0.1510, lr_0 = 9.9764e-04
Validation prc-auc = 0.061081
Epoch 3727
Loss = 1.9827e-02, PNorm = 299.5094, GNorm = 0.3352, lr_0 = 9.9764e-04
Validation prc-auc = 0.063434
Epoch 3728
Loss = 8.2270e-03, PNorm = 299.5354, GNorm = 0.5564, lr_0 = 9.9764e-04
Validation prc-auc = 0.069030
Epoch 3729
Loss = 2.3406e-01, PNorm = 299.5596, GNorm = 4.1504, lr_0 = 9.9764e-04
Loss = 2.9503e-02, PNorm = 299.6003, GNorm = 2.9629, lr_0 = 9.9764e-04
Validation prc-auc = 0.061126
Epoch 3730
Loss = 2.7054e-02, PNorm = 299.6530, GNorm = 0.6325, lr_0 = 9.9764e-04
Validation prc-auc = 0.052576
Epoch 3731
Loss = 1.4007e-02, PNorm = 299.6924, GNorm = 0.1014, lr_0 = 9.9764e-04
Validation prc-auc = 0.053800
Epoch 3732
Loss = 2.6863e-02, PNorm = 299.7275, GNorm = 0.2916, lr_0 = 9.9764e-04
Validation prc-auc = 0.052951
Epoch 3733
Loss = 5.0457e-02, PNorm = 299.7543, GNorm = 2.6681, lr_0 = 9.9764e-04
Validation prc-auc = 0.049446
Epoch 3734
Loss = 1.8625e-02, PNorm = 299.8047, GNorm = 2.2787, lr_0 = 9.9763e-04
Validation prc-auc = 0.059870
Epoch 3735
Loss = 3.4219e-02, PNorm = 299.8511, GNorm = 1.7282, lr_0 = 9.9763e-04
Validation prc-auc = 0.049889
Epoch 3736
Loss = 5.9223e-02, PNorm = 299.8940, GNorm = 1.5207, lr_0 = 9.9763e-04
Validation prc-auc = 0.054361
Epoch 3737
Loss = 3.7427e-03, PNorm = 299.9603, GNorm = 0.1552, lr_0 = 9.9763e-04
Validation prc-auc = 0.049020
Epoch 3738
Loss = 1.2303e-02, PNorm = 300.0073, GNorm = 0.6650, lr_0 = 9.9763e-04
Validation prc-auc = 0.035091
Epoch 3739
Loss = 7.4091e-02, PNorm = 300.0495, GNorm = 1.5396, lr_0 = 9.9763e-04
Loss = 2.4392e-02, PNorm = 300.0728, GNorm = 0.2241, lr_0 = 9.9763e-04
Validation prc-auc = 0.037759
Epoch 3740
Loss = 1.6937e-02, PNorm = 300.1054, GNorm = 0.7454, lr_0 = 9.9763e-04
Validation prc-auc = 0.040256
Epoch 3741
Loss = 2.0115e-02, PNorm = 300.1336, GNorm = 0.1228, lr_0 = 9.9763e-04
Validation prc-auc = 0.045011
Epoch 3742
Loss = 1.8638e-02, PNorm = 300.1605, GNorm = 0.2136, lr_0 = 9.9763e-04
Validation prc-auc = 0.044438
Epoch 3743
Loss = 3.5283e-02, PNorm = 300.1874, GNorm = 4.1959, lr_0 = 9.9763e-04
Validation prc-auc = 0.051957
Epoch 3744
Loss = 7.5415e-03, PNorm = 300.2226, GNorm = 0.0417, lr_0 = 9.9763e-04
Validation prc-auc = 0.059310
Epoch 3745
Loss = 6.7982e-03, PNorm = 300.2564, GNorm = 0.5235, lr_0 = 9.9763e-04
Validation prc-auc = 0.059594
Epoch 3746
Loss = 3.6988e-02, PNorm = 300.2863, GNorm = 0.0195, lr_0 = 9.9763e-04
Validation prc-auc = 0.062328
Epoch 3747
Loss = 1.2307e-02, PNorm = 300.3161, GNorm = 0.0577, lr_0 = 9.9763e-04
Validation prc-auc = 0.049600
Epoch 3748
Loss = 7.3771e-03, PNorm = 300.3425, GNorm = 0.1782, lr_0 = 9.9762e-04
Validation prc-auc = 0.038833
Epoch 3749
Loss = 1.0272e-02, PNorm = 300.3947, GNorm = 0.3207, lr_0 = 9.9762e-04
Loss = 4.8156e-02, PNorm = 300.4658, GNorm = 0.0331, lr_0 = 9.9762e-04
Validation prc-auc = 0.056996
Epoch 3750
Loss = 3.9505e-02, PNorm = 300.5043, GNorm = 2.9898, lr_0 = 9.9762e-04
Validation prc-auc = 0.060677
Epoch 3751
Loss = 3.8178e-02, PNorm = 300.5468, GNorm = 0.8585, lr_0 = 9.9762e-04
Validation prc-auc = 0.047150
Epoch 3752
Loss = 2.5568e-02, PNorm = 300.6143, GNorm = 0.0703, lr_0 = 9.9762e-04
Validation prc-auc = 0.049957
Epoch 3753
Loss = 1.1960e-02, PNorm = 300.6540, GNorm = 0.2120, lr_0 = 9.9762e-04
Validation prc-auc = 0.051668
Epoch 3754
Loss = 2.3126e-02, PNorm = 300.6774, GNorm = 0.0452, lr_0 = 9.9762e-04
Validation prc-auc = 0.049181
Epoch 3755
Loss = 3.5935e-02, PNorm = 300.6996, GNorm = 0.7294, lr_0 = 9.9762e-04
Validation prc-auc = 0.039443
Epoch 3756
Loss = 1.5601e-02, PNorm = 300.7382, GNorm = 0.8401, lr_0 = 9.9762e-04
Validation prc-auc = 0.044298
Epoch 3757
Loss = 3.2179e-02, PNorm = 300.7909, GNorm = 1.3654, lr_0 = 9.9762e-04
Validation prc-auc = 0.053836
Epoch 3758
Loss = 1.7965e-02, PNorm = 300.8376, GNorm = 1.5487, lr_0 = 9.9762e-04
Validation prc-auc = 0.058199
Epoch 3759
Loss = 1.0756e-02, PNorm = 300.8710, GNorm = 0.4734, lr_0 = 9.9762e-04
Loss = 4.1961e-02, PNorm = 300.9033, GNorm = 0.2485, lr_0 = 9.9762e-04
Validation prc-auc = 0.064386
Epoch 3760
Loss = 5.6948e-02, PNorm = 300.9550, GNorm = 1.6059, lr_0 = 9.9762e-04
Validation prc-auc = 0.062262
Epoch 3761
Loss = 3.9892e-02, PNorm = 300.9996, GNorm = 2.5016, lr_0 = 9.9761e-04
Validation prc-auc = 0.060268
Epoch 3762
Loss = 3.1613e-02, PNorm = 301.0473, GNorm = 2.7039, lr_0 = 9.9761e-04
Validation prc-auc = 0.060739
Epoch 3763
Loss = 2.4388e-02, PNorm = 301.0891, GNorm = 1.3816, lr_0 = 9.9761e-04
Validation prc-auc = 0.060965
Epoch 3764
Loss = 5.3463e-02, PNorm = 301.1240, GNorm = 1.6471, lr_0 = 9.9761e-04
Validation prc-auc = 0.050156
Epoch 3765
Loss = 1.7285e-02, PNorm = 301.1794, GNorm = 0.3922, lr_0 = 9.9761e-04
Validation prc-auc = 0.071059
Epoch 3766
Loss = 2.8728e-02, PNorm = 301.2276, GNorm = 0.1730, lr_0 = 9.9761e-04
Validation prc-auc = 0.061424
Epoch 3767
Loss = 9.4406e-02, PNorm = 301.2697, GNorm = 0.2884, lr_0 = 9.9761e-04
Validation prc-auc = 0.074122
Epoch 3768
Loss = 3.3191e-03, PNorm = 301.3306, GNorm = 0.0627, lr_0 = 9.9761e-04
Validation prc-auc = 0.068683
Epoch 3769
Loss = 6.6299e-03, PNorm = 301.3635, GNorm = 0.3543, lr_0 = 9.9761e-04
Loss = 3.6896e-02, PNorm = 301.4009, GNorm = 0.3377, lr_0 = 9.9761e-04
Validation prc-auc = 0.062711
Epoch 3770
Loss = 5.8968e-02, PNorm = 301.4570, GNorm = 1.8018, lr_0 = 9.9761e-04
Validation prc-auc = 0.064471
Epoch 3771
Loss = 4.1527e-02, PNorm = 301.5112, GNorm = 1.6104, lr_0 = 9.9761e-04
Validation prc-auc = 0.069263
Epoch 3772
Loss = 6.0441e-02, PNorm = 301.5612, GNorm = 1.2646, lr_0 = 9.9761e-04
Validation prc-auc = 0.067426
Epoch 3773
Loss = 2.0484e-02, PNorm = 301.6502, GNorm = 0.3096, lr_0 = 9.9761e-04
Validation prc-auc = 0.079576
Epoch 3774
Loss = 2.3342e-02, PNorm = 301.6955, GNorm = 0.2356, lr_0 = 9.9760e-04
Validation prc-auc = 0.072484
Epoch 3775
Loss = 5.8721e-02, PNorm = 301.7242, GNorm = 0.1870, lr_0 = 9.9760e-04
Validation prc-auc = 0.065321
Epoch 3776
Loss = 2.4457e-02, PNorm = 301.7689, GNorm = 0.4149, lr_0 = 9.9760e-04
Validation prc-auc = 0.063185
Epoch 3777
Loss = 4.8013e-02, PNorm = 301.8038, GNorm = 0.6106, lr_0 = 9.9760e-04
Validation prc-auc = 0.061915
Epoch 3778
Loss = 1.3263e-02, PNorm = 301.8440, GNorm = 0.4617, lr_0 = 9.9760e-04
Validation prc-auc = 0.066235
Epoch 3779
Loss = 2.0010e-03, PNorm = 301.8998, GNorm = 0.0528, lr_0 = 9.9760e-04
Loss = 7.9870e-03, PNorm = 301.9334, GNorm = 0.0812, lr_0 = 9.9760e-04
Validation prc-auc = 0.067069
Epoch 3780
Loss = 2.5072e-02, PNorm = 301.9498, GNorm = 0.1752, lr_0 = 9.9760e-04
Validation prc-auc = 0.064557
Epoch 3781
Loss = 4.4304e-02, PNorm = 301.9838, GNorm = 0.2711, lr_0 = 9.9760e-04
Validation prc-auc = 0.061741
Epoch 3782
Loss = 3.2269e-02, PNorm = 302.0318, GNorm = 1.0991, lr_0 = 9.9760e-04
Validation prc-auc = 0.069210
Epoch 3783
Loss = 3.9272e-02, PNorm = 302.0686, GNorm = 0.0770, lr_0 = 9.9760e-04
Validation prc-auc = 0.059785
Epoch 3784
Loss = 1.4635e-02, PNorm = 302.0979, GNorm = 0.0699, lr_0 = 9.9760e-04
Validation prc-auc = 0.063222
Epoch 3785
Loss = 3.6359e-02, PNorm = 302.1347, GNorm = 0.0497, lr_0 = 9.9760e-04
Validation prc-auc = 0.063852
Epoch 3786
Loss = 1.3867e-02, PNorm = 302.1565, GNorm = 0.1342, lr_0 = 9.9760e-04
Validation prc-auc = 0.065202
Epoch 3787
Loss = 3.0040e-02, PNorm = 302.1804, GNorm = 0.3707, lr_0 = 9.9760e-04
Validation prc-auc = 0.075427
Epoch 3788
Loss = 6.7195e-02, PNorm = 302.2150, GNorm = 0.1329, lr_0 = 9.9759e-04
Validation prc-auc = 0.076986
Epoch 3789
Loss = 2.9267e-02, PNorm = 302.2389, GNorm = 1.5141, lr_0 = 9.9759e-04
Loss = 3.6053e-02, PNorm = 302.2662, GNorm = 0.3104, lr_0 = 9.9759e-04
Validation prc-auc = 0.070132
Epoch 3790
Loss = 2.9236e-02, PNorm = 302.3025, GNorm = 0.2020, lr_0 = 9.9759e-04
Validation prc-auc = 0.070701
Epoch 3791
Loss = 4.3119e-02, PNorm = 302.3491, GNorm = 2.3979, lr_0 = 9.9759e-04
Validation prc-auc = 0.082435
Epoch 3792
Loss = 2.9027e-02, PNorm = 302.3971, GNorm = 1.1735, lr_0 = 9.9759e-04
Validation prc-auc = 0.084849
Epoch 3793
Loss = 2.8577e-02, PNorm = 302.4307, GNorm = 1.1431, lr_0 = 9.9759e-04
Validation prc-auc = 0.081479
Epoch 3794
Loss = 1.2579e-02, PNorm = 302.4644, GNorm = 0.0504, lr_0 = 9.9759e-04
Validation prc-auc = 0.080206
Epoch 3795
Loss = 1.3306e-02, PNorm = 302.5137, GNorm = 0.1464, lr_0 = 9.9759e-04
Validation prc-auc = 0.068069
Epoch 3796
Loss = 1.9107e-02, PNorm = 302.5582, GNorm = 0.0484, lr_0 = 9.9759e-04
Validation prc-auc = 0.065171
Epoch 3797
Loss = 3.6802e-02, PNorm = 302.5920, GNorm = 2.3208, lr_0 = 9.9759e-04
Validation prc-auc = 0.062146
Epoch 3798
Loss = 5.7001e-03, PNorm = 302.6221, GNorm = 0.4705, lr_0 = 9.9759e-04
Validation prc-auc = 0.060830
Epoch 3799
Loss = 2.2016e-03, PNorm = 302.6528, GNorm = 0.0491, lr_0 = 9.9759e-04
Loss = 3.0624e-02, PNorm = 302.6739, GNorm = 0.0390, lr_0 = 9.9759e-04
Validation prc-auc = 0.061204
Epoch 3800
Loss = 3.2381e-02, PNorm = 302.7097, GNorm = 0.2963, lr_0 = 9.9758e-04
Validation prc-auc = 0.058948
Epoch 3801
Loss = 3.0736e-02, PNorm = 302.7470, GNorm = 0.1531, lr_0 = 9.9758e-04
Validation prc-auc = 0.058045
Epoch 3802
Loss = 2.2665e-02, PNorm = 302.7851, GNorm = 0.6156, lr_0 = 9.9758e-04
Validation prc-auc = 0.059502
Epoch 3803
Loss = 1.4994e-02, PNorm = 302.8134, GNorm = 0.3908, lr_0 = 9.9758e-04
Validation prc-auc = 0.059415
Epoch 3804
Loss = 3.1947e-02, PNorm = 302.8359, GNorm = 1.0549, lr_0 = 9.9758e-04
Validation prc-auc = 0.057912
Epoch 3805
Loss = 3.7600e-02, PNorm = 302.8709, GNorm = 0.3953, lr_0 = 9.9758e-04
Validation prc-auc = 0.063662
Epoch 3806
Loss = 2.2550e-02, PNorm = 302.9164, GNorm = 0.1100, lr_0 = 9.9758e-04
Validation prc-auc = 0.068048
Epoch 3807
Loss = 8.7858e-03, PNorm = 302.9549, GNorm = 0.0542, lr_0 = 9.9758e-04
Validation prc-auc = 0.070543
Epoch 3808
Loss = 4.5467e-02, PNorm = 302.9960, GNorm = 2.8217, lr_0 = 9.9758e-04
Validation prc-auc = 0.053535
Epoch 3809
Loss = 7.3051e-03, PNorm = 303.0426, GNorm = 0.3360, lr_0 = 9.9758e-04
Loss = 2.5345e-02, PNorm = 303.0764, GNorm = 0.6023, lr_0 = 9.9758e-04
Validation prc-auc = 0.061607
Epoch 3810
Loss = 1.6085e-02, PNorm = 303.1030, GNorm = 0.5925, lr_0 = 9.9758e-04
Validation prc-auc = 0.067930
Epoch 3811
Loss = 1.2486e-02, PNorm = 303.1392, GNorm = 0.1441, lr_0 = 9.9758e-04
Validation prc-auc = 0.066379
Epoch 3812
Loss = 6.4463e-02, PNorm = 303.1773, GNorm = 2.4204, lr_0 = 9.9758e-04
Validation prc-auc = 0.069052
Epoch 3813
Loss = 1.6529e-02, PNorm = 303.2094, GNorm = 1.8216, lr_0 = 9.9758e-04
Validation prc-auc = 0.063501
Epoch 3814
Loss = 7.3253e-03, PNorm = 303.2355, GNorm = 0.0319, lr_0 = 9.9757e-04
Validation prc-auc = 0.061024
Epoch 3815
Loss = 2.1831e-02, PNorm = 303.2745, GNorm = 1.3962, lr_0 = 9.9757e-04
Validation prc-auc = 0.058571
Epoch 3816
Loss = 2.1416e-02, PNorm = 303.3118, GNorm = 0.1159, lr_0 = 9.9757e-04
Validation prc-auc = 0.062130
Epoch 3817
Loss = 5.0023e-02, PNorm = 303.3634, GNorm = 0.0615, lr_0 = 9.9757e-04
Validation prc-auc = 0.062493
Epoch 3818
Loss = 2.0663e-03, PNorm = 303.3935, GNorm = 0.1359, lr_0 = 9.9757e-04
Validation prc-auc = 0.063524
Epoch 3819
Loss = 2.2866e-02, PNorm = 303.4218, GNorm = 0.9715, lr_0 = 9.9757e-04
Loss = 2.6703e-02, PNorm = 303.4568, GNorm = 1.8557, lr_0 = 9.9757e-04
Validation prc-auc = 0.065272
Epoch 3820
Loss = 5.1268e-02, PNorm = 303.4816, GNorm = 1.3219, lr_0 = 9.9757e-04
Validation prc-auc = 0.064858
Epoch 3821
Loss = 1.9178e-02, PNorm = 303.5285, GNorm = 0.5418, lr_0 = 9.9757e-04
Validation prc-auc = 0.051421
Epoch 3822
Loss = 1.0926e-02, PNorm = 303.5767, GNorm = 0.0517, lr_0 = 9.9757e-04
Validation prc-auc = 0.057008
Epoch 3823
Loss = 6.4165e-03, PNorm = 303.6046, GNorm = 0.1100, lr_0 = 9.9757e-04
Validation prc-auc = 0.055702
Epoch 3824
Loss = 9.5656e-03, PNorm = 303.6235, GNorm = 0.2869, lr_0 = 9.9757e-04
Validation prc-auc = 0.057551
Epoch 3825
Loss = 6.3320e-02, PNorm = 303.6439, GNorm = 1.3728, lr_0 = 9.9757e-04
Validation prc-auc = 0.045554
Epoch 3826
Loss = 2.4992e-02, PNorm = 303.6903, GNorm = 0.1563, lr_0 = 9.9757e-04
Validation prc-auc = 0.062535
Epoch 3827
Loss = 2.8823e-02, PNorm = 303.7323, GNorm = 0.2159, lr_0 = 9.9756e-04
Validation prc-auc = 0.053859
Epoch 3828
Loss = 3.7655e-02, PNorm = 303.7792, GNorm = 0.4580, lr_0 = 9.9756e-04
Validation prc-auc = 0.050426
Epoch 3829
Loss = 1.7497e-01, PNorm = 303.8311, GNorm = 3.1643, lr_0 = 9.9756e-04
Loss = 4.8171e-02, PNorm = 303.8996, GNorm = 1.2726, lr_0 = 9.9756e-04
Validation prc-auc = 0.050333
Epoch 3830
Loss = 2.2214e-02, PNorm = 303.9659, GNorm = 0.0449, lr_0 = 9.9756e-04
Validation prc-auc = 0.056216
Epoch 3831
Loss = 4.2205e-02, PNorm = 304.0145, GNorm = 0.6686, lr_0 = 9.9756e-04
Validation prc-auc = 0.051988
Epoch 3832
Loss = 2.0041e-02, PNorm = 304.0630, GNorm = 0.3537, lr_0 = 9.9756e-04
Validation prc-auc = 0.053812
Epoch 3833
Loss = 1.1230e-02, PNorm = 304.1056, GNorm = 0.0331, lr_0 = 9.9756e-04
Validation prc-auc = 0.052513
Epoch 3834
Loss = 1.3281e-02, PNorm = 304.1561, GNorm = 0.1336, lr_0 = 9.9756e-04
Validation prc-auc = 0.047741
Epoch 3835
Loss = 3.1136e-02, PNorm = 304.2039, GNorm = 1.9819, lr_0 = 9.9756e-04
Validation prc-auc = 0.044546
Epoch 3836
Loss = 6.8288e-02, PNorm = 304.2428, GNorm = 2.0259, lr_0 = 9.9756e-04
Validation prc-auc = 0.044099
Epoch 3837
Loss = 5.7638e-02, PNorm = 304.2978, GNorm = 0.4830, lr_0 = 9.9756e-04
Validation prc-auc = 0.037444
Epoch 3838
Loss = 4.3432e-03, PNorm = 304.3701, GNorm = 0.2491, lr_0 = 9.9756e-04
Validation prc-auc = 0.044517
Epoch 3839
Loss = 9.0876e-03, PNorm = 304.4565, GNorm = 0.4051, lr_0 = 9.9756e-04
Loss = 2.9642e-02, PNorm = 304.5336, GNorm = 0.9481, lr_0 = 9.9756e-04
Validation prc-auc = 0.048542
Epoch 3840
Loss = 6.3531e-02, PNorm = 304.6012, GNorm = 0.7449, lr_0 = 9.9755e-04
Validation prc-auc = 0.064360
Epoch 3841
Loss = 9.8437e-02, PNorm = 304.6712, GNorm = 1.6098, lr_0 = 9.9755e-04
Validation prc-auc = 0.063088
Epoch 3842
Loss = 5.9993e-02, PNorm = 304.7408, GNorm = 0.1271, lr_0 = 9.9755e-04
Validation prc-auc = 0.057825
Epoch 3843
Loss = 2.0246e-02, PNorm = 304.8044, GNorm = 0.1512, lr_0 = 9.9755e-04
Validation prc-auc = 0.050230
Epoch 3844
Loss = 4.3646e-02, PNorm = 304.8390, GNorm = 1.8796, lr_0 = 9.9755e-04
Validation prc-auc = 0.058848
Epoch 3845
Loss = 2.5139e-02, PNorm = 304.8662, GNorm = 0.2419, lr_0 = 9.9755e-04
Validation prc-auc = 0.072091
Epoch 3846
Loss = 2.8694e-02, PNorm = 304.8953, GNorm = 0.4649, lr_0 = 9.9755e-04
Validation prc-auc = 0.070912
Epoch 3847
Loss = 1.3981e-02, PNorm = 304.9339, GNorm = 0.2620, lr_0 = 9.9755e-04
Validation prc-auc = 0.072568
Epoch 3848
Loss = 1.4268e-01, PNorm = 304.9746, GNorm = 2.0309, lr_0 = 9.9755e-04
Validation prc-auc = 0.075367
Epoch 3849
Loss = 3.7816e-02, PNorm = 305.0222, GNorm = 1.1874, lr_0 = 9.9755e-04
Loss = 1.7870e-02, PNorm = 305.0775, GNorm = 1.8908, lr_0 = 9.9755e-04
Validation prc-auc = 0.074572
Epoch 3850
Loss = 3.5448e-02, PNorm = 305.1294, GNorm = 1.8752, lr_0 = 9.9755e-04
Validation prc-auc = 0.070323
Epoch 3851
Loss = 2.5099e-02, PNorm = 305.1723, GNorm = 0.1235, lr_0 = 9.9755e-04
Validation prc-auc = 0.065108
Epoch 3852
Loss = 5.5835e-02, PNorm = 305.2225, GNorm = 0.7689, lr_0 = 9.9755e-04
Validation prc-auc = 0.062210
Epoch 3853
Loss = 4.0551e-02, PNorm = 305.2742, GNorm = 1.9533, lr_0 = 9.9754e-04
Validation prc-auc = 0.067677
Epoch 3854
Loss = 3.9663e-02, PNorm = 305.3271, GNorm = 2.0547, lr_0 = 9.9754e-04
Validation prc-auc = 0.068753
Epoch 3855
Loss = 6.7332e-02, PNorm = 305.4014, GNorm = 0.6818, lr_0 = 9.9754e-04
Validation prc-auc = 0.067167
Epoch 3856
Loss = 1.5492e-02, PNorm = 305.4585, GNorm = 2.1073, lr_0 = 9.9754e-04
Validation prc-auc = 0.062987
Epoch 3857
Loss = 3.0157e-02, PNorm = 305.4918, GNorm = 0.6013, lr_0 = 9.9754e-04
Validation prc-auc = 0.073903
Epoch 3858
Loss = 6.2507e-02, PNorm = 305.5350, GNorm = 1.5980, lr_0 = 9.9754e-04
Validation prc-auc = 0.067065
Epoch 3859
Loss = 8.3454e-02, PNorm = 305.5889, GNorm = 1.3844, lr_0 = 9.9754e-04
Loss = 4.6218e-02, PNorm = 305.6264, GNorm = 0.1602, lr_0 = 9.9754e-04
Validation prc-auc = 0.065706
Epoch 3860
Loss = 3.9133e-02, PNorm = 305.6645, GNorm = 0.5017, lr_0 = 9.9754e-04
Validation prc-auc = 0.062668
Epoch 3861
Loss = 1.7075e-02, PNorm = 305.7044, GNorm = 0.8251, lr_0 = 9.9754e-04
Validation prc-auc = 0.054736
Epoch 3862
Loss = 3.0964e-02, PNorm = 305.7297, GNorm = 1.2126, lr_0 = 9.9754e-04
Validation prc-auc = 0.055384
Epoch 3863
Loss = 4.7358e-02, PNorm = 305.7666, GNorm = 3.0579, lr_0 = 9.9754e-04
Validation prc-auc = 0.060538
Epoch 3864
Loss = 3.2710e-02, PNorm = 305.8113, GNorm = 0.4512, lr_0 = 9.9754e-04
Validation prc-auc = 0.062838
Epoch 3865
Loss = 3.3799e-02, PNorm = 305.8545, GNorm = 0.4010, lr_0 = 9.9754e-04
Validation prc-auc = 0.046089
Epoch 3866
Loss = 5.5967e-02, PNorm = 305.8988, GNorm = 2.6079, lr_0 = 9.9754e-04
Validation prc-auc = 0.043131
Epoch 3867
Loss = 1.8079e-02, PNorm = 305.9529, GNorm = 0.5056, lr_0 = 9.9753e-04
Validation prc-auc = 0.060540
Epoch 3868
Loss = 1.2278e-02, PNorm = 305.9982, GNorm = 0.3768, lr_0 = 9.9753e-04
Validation prc-auc = 0.064895
Epoch 3869
Loss = 7.3439e-03, PNorm = 306.0268, GNorm = 0.2766, lr_0 = 9.9753e-04
Loss = 1.8445e-02, PNorm = 306.0555, GNorm = 0.2501, lr_0 = 9.9753e-04
Validation prc-auc = 0.064615
Epoch 3870
Loss = 1.5872e-02, PNorm = 306.0864, GNorm = 0.1549, lr_0 = 9.9753e-04
Validation prc-auc = 0.051577
Epoch 3871
Loss = 2.5075e-02, PNorm = 306.1097, GNorm = 2.6707, lr_0 = 9.9753e-04
Validation prc-auc = 0.053261
Epoch 3872
Loss = 2.1469e-02, PNorm = 306.1486, GNorm = 1.9377, lr_0 = 9.9753e-04
Validation prc-auc = 0.068327
Epoch 3873
Loss = 4.6660e-02, PNorm = 306.1931, GNorm = 0.1062, lr_0 = 9.9753e-04
Validation prc-auc = 0.075114
Epoch 3874
Loss = 4.7639e-02, PNorm = 306.2377, GNorm = 0.4163, lr_0 = 9.9753e-04
Validation prc-auc = 0.062206
Epoch 3875
Loss = 4.7460e-02, PNorm = 306.2780, GNorm = 2.6105, lr_0 = 9.9753e-04
Validation prc-auc = 0.051454
Epoch 3876
Loss = 6.6171e-02, PNorm = 306.3212, GNorm = 0.0636, lr_0 = 9.9753e-04
Validation prc-auc = 0.043031
Epoch 3877
Loss = 1.5607e-02, PNorm = 306.3809, GNorm = 0.4776, lr_0 = 9.9753e-04
Validation prc-auc = 0.033023
Epoch 3878
Loss = 6.0451e-02, PNorm = 306.4454, GNorm = 1.0245, lr_0 = 9.9753e-04
Validation prc-auc = 0.035651
Epoch 3879
Loss = 6.1812e-02, PNorm = 306.5050, GNorm = 2.5219, lr_0 = 9.9753e-04
Loss = 3.6312e-02, PNorm = 306.5432, GNorm = 2.1812, lr_0 = 9.9753e-04
Validation prc-auc = 0.034816
Epoch 3880
Loss = 2.1288e-02, PNorm = 306.5853, GNorm = 0.6644, lr_0 = 9.9752e-04
Validation prc-auc = 0.026103
Epoch 3881
Loss = 2.5866e-02, PNorm = 306.6277, GNorm = 0.7177, lr_0 = 9.9752e-04
Validation prc-auc = 0.027610
Epoch 3882
Loss = 5.5451e-02, PNorm = 306.6754, GNorm = 0.0595, lr_0 = 9.9752e-04
Validation prc-auc = 0.029219
Epoch 3883
Loss = 2.3287e-02, PNorm = 306.7213, GNorm = 2.1053, lr_0 = 9.9752e-04
Validation prc-auc = 0.030153
Epoch 3884
Loss = 1.7869e-02, PNorm = 306.7596, GNorm = 1.4254, lr_0 = 9.9752e-04
Validation prc-auc = 0.028584
Epoch 3885
Loss = 1.6869e-02, PNorm = 306.7973, GNorm = 0.5686, lr_0 = 9.9752e-04
Validation prc-auc = 0.027064
Epoch 3886
Loss = 4.4662e-02, PNorm = 306.8287, GNorm = 1.8166, lr_0 = 9.9752e-04
Validation prc-auc = 0.029193
Epoch 3887
Loss = 5.5083e-03, PNorm = 306.8553, GNorm = 0.1723, lr_0 = 9.9752e-04
Validation prc-auc = 0.029486
Epoch 3888
Loss = 9.4610e-03, PNorm = 306.8820, GNorm = 0.4524, lr_0 = 9.9752e-04
Validation prc-auc = 0.030856
Epoch 3889
Loss = 4.8765e-03, PNorm = 306.9064, GNorm = 0.2407, lr_0 = 9.9752e-04
Loss = 1.2890e-02, PNorm = 306.9231, GNorm = 0.6966, lr_0 = 9.9752e-04
Validation prc-auc = 0.032688
Epoch 3890
Loss = 1.8271e-02, PNorm = 306.9465, GNorm = 2.0064, lr_0 = 9.9752e-04
Validation prc-auc = 0.042962
Epoch 3891
Loss = 1.9384e-02, PNorm = 306.9766, GNorm = 2.6485, lr_0 = 9.9752e-04
Validation prc-auc = 0.040177
Epoch 3892
Loss = 2.3855e-02, PNorm = 307.0032, GNorm = 0.0577, lr_0 = 9.9752e-04
Validation prc-auc = 0.032783
Epoch 3893
Loss = 1.6452e-02, PNorm = 307.0361, GNorm = 0.2707, lr_0 = 9.9751e-04
Validation prc-auc = 0.031730
Epoch 3894
Loss = 1.8537e-02, PNorm = 307.0634, GNorm = 0.4068, lr_0 = 9.9751e-04
Validation prc-auc = 0.035420
Epoch 3895
Loss = 2.7493e-02, PNorm = 307.0908, GNorm = 1.0785, lr_0 = 9.9751e-04
Validation prc-auc = 0.035125
Epoch 3896
Loss = 2.1612e-02, PNorm = 307.1235, GNorm = 0.0623, lr_0 = 9.9751e-04
Validation prc-auc = 0.050429
Epoch 3897
Loss = 5.6835e-02, PNorm = 307.1518, GNorm = 1.2810, lr_0 = 9.9751e-04
Validation prc-auc = 0.050697
Epoch 3898
Loss = 3.0841e-02, PNorm = 307.1678, GNorm = 1.3068, lr_0 = 9.9751e-04
Validation prc-auc = 0.049505
Epoch 3899
Loss = 1.3439e-03, PNorm = 307.2042, GNorm = 0.0541, lr_0 = 9.9751e-04
Loss = 4.0294e-02, PNorm = 307.2445, GNorm = 1.6110, lr_0 = 9.9751e-04
Validation prc-auc = 0.048454
Epoch 3900
Loss = 2.6601e-02, PNorm = 307.2967, GNorm = 0.6738, lr_0 = 9.9751e-04
Validation prc-auc = 0.046715
Epoch 3901
Loss = 2.1842e-02, PNorm = 307.3594, GNorm = 0.0772, lr_0 = 9.9751e-04
Validation prc-auc = 0.038028
Epoch 3902
Loss = 3.8913e-02, PNorm = 307.4047, GNorm = 1.3740, lr_0 = 9.9751e-04
Validation prc-auc = 0.050636
Epoch 3903
Loss = 2.4716e-02, PNorm = 307.4513, GNorm = 0.4797, lr_0 = 9.9751e-04
Validation prc-auc = 0.047042
Epoch 3904
Loss = 3.2010e-03, PNorm = 307.4985, GNorm = 0.0271, lr_0 = 9.9751e-04
Validation prc-auc = 0.040556
Epoch 3905
Loss = 2.6842e-02, PNorm = 307.5257, GNorm = 0.1348, lr_0 = 9.9751e-04
Validation prc-auc = 0.046533
Epoch 3906
Loss = 5.3181e-02, PNorm = 307.5501, GNorm = 1.2156, lr_0 = 9.9751e-04
Validation prc-auc = 0.048362
Epoch 3907
Loss = 9.6737e-03, PNorm = 307.5929, GNorm = 0.7818, lr_0 = 9.9750e-04
Validation prc-auc = 0.049960
Epoch 3908
Loss = 1.4532e-02, PNorm = 307.6186, GNorm = 1.1615, lr_0 = 9.9750e-04
Validation prc-auc = 0.049684
Epoch 3909
Loss = 7.3286e-03, PNorm = 307.6377, GNorm = 0.6348, lr_0 = 9.9750e-04
Loss = 3.5168e-02, PNorm = 307.6668, GNorm = 2.2037, lr_0 = 9.9750e-04
Validation prc-auc = 0.048075
Epoch 3910
Loss = 1.8568e-02, PNorm = 307.7064, GNorm = 0.9912, lr_0 = 9.9750e-04
Validation prc-auc = 0.044031
Epoch 3911
Loss = 1.1285e-02, PNorm = 307.7389, GNorm = 1.6431, lr_0 = 9.9750e-04
Validation prc-auc = 0.040411
Epoch 3912
Loss = 2.9336e-02, PNorm = 307.7624, GNorm = 0.0375, lr_0 = 9.9750e-04
Validation prc-auc = 0.041051
Epoch 3913
Loss = 2.0504e-02, PNorm = 307.7897, GNorm = 0.1896, lr_0 = 9.9750e-04
Validation prc-auc = 0.041217
Epoch 3914
Loss = 6.7272e-03, PNorm = 307.8213, GNorm = 0.7175, lr_0 = 9.9750e-04
Validation prc-auc = 0.047134
Epoch 3915
Loss = 3.8464e-02, PNorm = 307.8497, GNorm = 0.7341, lr_0 = 9.9750e-04
Validation prc-auc = 0.045251
Epoch 3916
Loss = 3.3668e-02, PNorm = 307.8877, GNorm = 0.5579, lr_0 = 9.9750e-04
Validation prc-auc = 0.047950
Epoch 3917
Loss = 2.9867e-02, PNorm = 307.9320, GNorm = 1.3857, lr_0 = 9.9750e-04
Validation prc-auc = 0.046399
Epoch 3918
Loss = 1.9329e-03, PNorm = 307.9639, GNorm = 0.2658, lr_0 = 9.9750e-04
Validation prc-auc = 0.046262
Epoch 3919
Loss = 7.1742e-02, PNorm = 307.9862, GNorm = 3.5873, lr_0 = 9.9750e-04
Loss = 3.7179e-02, PNorm = 308.0214, GNorm = 2.2407, lr_0 = 9.9749e-04
Validation prc-auc = 0.038716
Epoch 3920
Loss = 5.7919e-03, PNorm = 308.0575, GNorm = 0.0454, lr_0 = 9.9749e-04
Validation prc-auc = 0.033729
Epoch 3921
Loss = 2.7012e-02, PNorm = 308.0809, GNorm = 2.0496, lr_0 = 9.9749e-04
Validation prc-auc = 0.040703
Epoch 3922
Loss = 3.1692e-02, PNorm = 308.1232, GNorm = 0.1281, lr_0 = 9.9749e-04
Validation prc-auc = 0.044261
Epoch 3923
Loss = 1.1416e-02, PNorm = 308.1720, GNorm = 0.7766, lr_0 = 9.9749e-04
Validation prc-auc = 0.041707
Epoch 3924
Loss = 1.6004e-02, PNorm = 308.2085, GNorm = 0.2852, lr_0 = 9.9749e-04
Validation prc-auc = 0.045281
Epoch 3925
Loss = 3.1540e-02, PNorm = 308.2288, GNorm = 1.3660, lr_0 = 9.9749e-04
Validation prc-auc = 0.052399
Epoch 3926
Loss = 3.2333e-02, PNorm = 308.2605, GNorm = 2.2902, lr_0 = 9.9749e-04
Validation prc-auc = 0.051017
Epoch 3927
Loss = 1.4004e-02, PNorm = 308.3023, GNorm = 0.4900, lr_0 = 9.9749e-04
Validation prc-auc = 0.046628
Epoch 3928
Loss = 7.6679e-02, PNorm = 308.3409, GNorm = 0.0529, lr_0 = 9.9749e-04
Validation prc-auc = 0.047500
Epoch 3929
Loss = 2.8894e-02, PNorm = 308.3880, GNorm = 1.2363, lr_0 = 9.9749e-04
Loss = 1.1953e-02, PNorm = 308.4226, GNorm = 1.7486, lr_0 = 9.9749e-04
Validation prc-auc = 0.048499
Epoch 3930
Loss = 2.4581e-02, PNorm = 308.4497, GNorm = 0.3615, lr_0 = 9.9749e-04
Validation prc-auc = 0.046182
Epoch 3931
Loss = 3.1966e-02, PNorm = 308.4885, GNorm = 0.0326, lr_0 = 9.9749e-04
Validation prc-auc = 0.052364
Epoch 3932
Loss = 1.4614e-02, PNorm = 308.5480, GNorm = 1.0398, lr_0 = 9.9749e-04
Validation prc-auc = 0.052850
Epoch 3933
Loss = 3.6109e-02, PNorm = 308.5889, GNorm = 1.7177, lr_0 = 9.9748e-04
Validation prc-auc = 0.049969
Epoch 3934
Loss = 2.4795e-02, PNorm = 308.6414, GNorm = 2.2029, lr_0 = 9.9748e-04
Validation prc-auc = 0.050471
Epoch 3935
Loss = 4.5383e-02, PNorm = 308.6920, GNorm = 0.2854, lr_0 = 9.9748e-04
Validation prc-auc = 0.057423
Epoch 3936
Loss = 2.3936e-02, PNorm = 308.7436, GNorm = 0.4970, lr_0 = 9.9748e-04
Validation prc-auc = 0.057961
Epoch 3937
Loss = 4.9657e-03, PNorm = 308.7889, GNorm = 0.0687, lr_0 = 9.9748e-04
Validation prc-auc = 0.061350
Epoch 3938
Loss = 6.9327e-03, PNorm = 308.8196, GNorm = 0.9119, lr_0 = 9.9748e-04
Validation prc-auc = 0.060007
Epoch 3939
Loss = 1.2060e-02, PNorm = 308.8456, GNorm = 0.4657, lr_0 = 9.9748e-04
Loss = 1.1916e-02, PNorm = 308.8894, GNorm = 1.6055, lr_0 = 9.9748e-04
Validation prc-auc = 0.049928
Epoch 3940
Loss = 5.7741e-03, PNorm = 308.9230, GNorm = 0.1712, lr_0 = 9.9748e-04
Validation prc-auc = 0.045687
Epoch 3941
Loss = 3.6303e-02, PNorm = 308.9418, GNorm = 0.7821, lr_0 = 9.9748e-04
Validation prc-auc = 0.045005
Epoch 3942
Loss = 4.4779e-02, PNorm = 308.9667, GNorm = 0.4581, lr_0 = 9.9748e-04
Validation prc-auc = 0.047573
Epoch 3943
Loss = 3.6414e-02, PNorm = 309.0029, GNorm = 2.0259, lr_0 = 9.9748e-04
Validation prc-auc = 0.052345
Epoch 3944
Loss = 9.4069e-03, PNorm = 309.0447, GNorm = 0.0963, lr_0 = 9.9748e-04
Validation prc-auc = 0.054530
Epoch 3945
Loss = 3.3515e-03, PNorm = 309.0889, GNorm = 0.0279, lr_0 = 9.9748e-04
Validation prc-auc = 0.060870
Epoch 3946
Loss = 5.0410e-02, PNorm = 309.1170, GNorm = 1.3370, lr_0 = 9.9747e-04
Validation prc-auc = 0.055459
Epoch 3947
Loss = 6.8646e-02, PNorm = 309.1512, GNorm = 1.4443, lr_0 = 9.9747e-04
Validation prc-auc = 0.051911
Epoch 3948
Loss = 1.1516e-02, PNorm = 309.2171, GNorm = 0.0947, lr_0 = 9.9747e-04
Validation prc-auc = 0.039432
Epoch 3949
Loss = 1.9518e-02, PNorm = 309.2661, GNorm = 1.2395, lr_0 = 9.9747e-04
Loss = 2.2418e-02, PNorm = 309.2995, GNorm = 0.2146, lr_0 = 9.9747e-04
Validation prc-auc = 0.033286
Epoch 3950
Loss = 2.1407e-02, PNorm = 309.3382, GNorm = 0.2470, lr_0 = 9.9747e-04
Validation prc-auc = 0.038131
Epoch 3951
Loss = 3.6768e-02, PNorm = 309.3808, GNorm = 0.3974, lr_0 = 9.9747e-04
Validation prc-auc = 0.042335
Epoch 3952
Loss = 1.9292e-02, PNorm = 309.4133, GNorm = 1.8094, lr_0 = 9.9747e-04
Validation prc-auc = 0.051634
Epoch 3953
Loss = 2.9339e-02, PNorm = 309.4383, GNorm = 0.5147, lr_0 = 9.9747e-04
Validation prc-auc = 0.053256
Epoch 3954
Loss = 1.7912e-02, PNorm = 309.4826, GNorm = 0.1430, lr_0 = 9.9747e-04
Validation prc-auc = 0.049620
Epoch 3955
Loss = 1.5854e-02, PNorm = 309.5289, GNorm = 0.3485, lr_0 = 9.9747e-04
Validation prc-auc = 0.053510
Epoch 3956
Loss = 1.6822e-02, PNorm = 309.5582, GNorm = 0.0274, lr_0 = 9.9747e-04
Validation prc-auc = 0.047988
Epoch 3957
Loss = 3.2157e-02, PNorm = 309.5916, GNorm = 1.5606, lr_0 = 9.9747e-04
Validation prc-auc = 0.045802
Epoch 3958
Loss = 2.5002e-02, PNorm = 309.6432, GNorm = 4.5081, lr_0 = 9.9747e-04
Validation prc-auc = 0.046722
Epoch 3959
Loss = 4.6100e-03, PNorm = 309.6956, GNorm = 0.2129, lr_0 = 9.9747e-04
Loss = 1.2599e-02, PNorm = 309.7307, GNorm = 0.1054, lr_0 = 9.9746e-04
Validation prc-auc = 0.050606
Epoch 3960
Loss = 1.3795e-02, PNorm = 309.7564, GNorm = 0.9272, lr_0 = 9.9746e-04
Validation prc-auc = 0.047233
Epoch 3961
Loss = 3.9427e-02, PNorm = 309.7920, GNorm = 0.3462, lr_0 = 9.9746e-04
Validation prc-auc = 0.043203
Epoch 3962
Loss = 3.1036e-02, PNorm = 309.8376, GNorm = 1.1416, lr_0 = 9.9746e-04
Validation prc-auc = 0.040283
Epoch 3963
Loss = 4.1903e-02, PNorm = 309.8706, GNorm = 0.2946, lr_0 = 9.9746e-04
Validation prc-auc = 0.037980
Epoch 3964
Loss = 5.2119e-02, PNorm = 309.9187, GNorm = 0.2016, lr_0 = 9.9746e-04
Validation prc-auc = 0.041728
Epoch 3965
Loss = 2.7401e-02, PNorm = 309.9673, GNorm = 0.0445, lr_0 = 9.9746e-04
Validation prc-auc = 0.044030
Epoch 3966
Loss = 2.3683e-02, PNorm = 310.0042, GNorm = 0.6190, lr_0 = 9.9746e-04
Validation prc-auc = 0.054522
Epoch 3967
Loss = 1.6851e-02, PNorm = 310.0437, GNorm = 0.5812, lr_0 = 9.9746e-04
Validation prc-auc = 0.047935
Epoch 3968
Loss = 3.9758e-02, PNorm = 310.0849, GNorm = 1.4373, lr_0 = 9.9746e-04
Validation prc-auc = 0.057854
Epoch 3969
Loss = 2.2869e-03, PNorm = 310.1170, GNorm = 0.1846, lr_0 = 9.9746e-04
Loss = 2.1446e-02, PNorm = 310.1513, GNorm = 0.4653, lr_0 = 9.9746e-04
Validation prc-auc = 0.064878
Epoch 3970
Loss = 3.2371e-02, PNorm = 310.1907, GNorm = 0.4025, lr_0 = 9.9746e-04
Validation prc-auc = 0.057781
Epoch 3971
Loss = 2.2281e-02, PNorm = 310.2253, GNorm = 0.6892, lr_0 = 9.9746e-04
Validation prc-auc = 0.059494
Epoch 3972
Loss = 2.4888e-02, PNorm = 310.2516, GNorm = 0.0851, lr_0 = 9.9746e-04
Validation prc-auc = 0.060378
Epoch 3973
Loss = 4.3095e-02, PNorm = 310.2985, GNorm = 1.0032, lr_0 = 9.9745e-04
Validation prc-auc = 0.051300
Epoch 3974
Loss = 2.9278e-02, PNorm = 310.3319, GNorm = 0.3149, lr_0 = 9.9745e-04
Validation prc-auc = 0.058223
Epoch 3975
Loss = 3.2308e-02, PNorm = 310.3748, GNorm = 1.7944, lr_0 = 9.9745e-04
Validation prc-auc = 0.055315
Epoch 3976
Loss = 1.8412e-02, PNorm = 310.4327, GNorm = 1.6771, lr_0 = 9.9745e-04
Validation prc-auc = 0.053819
Epoch 3977
Loss = 2.7359e-02, PNorm = 310.4758, GNorm = 0.1379, lr_0 = 9.9745e-04
Validation prc-auc = 0.051296
Epoch 3978
Loss = 6.6648e-02, PNorm = 310.5228, GNorm = 2.4763, lr_0 = 9.9745e-04
Validation prc-auc = 0.052257
Epoch 3979
Loss = 3.8147e-02, PNorm = 310.5822, GNorm = 2.9338, lr_0 = 9.9745e-04
Loss = 1.3528e-02, PNorm = 310.6254, GNorm = 0.2236, lr_0 = 9.9745e-04
Validation prc-auc = 0.062525
Epoch 3980
Loss = 1.5783e-02, PNorm = 310.6572, GNorm = 1.5168, lr_0 = 9.9745e-04
Validation prc-auc = 0.046984
Epoch 3981
Loss = 1.7066e-02, PNorm = 310.6925, GNorm = 0.1484, lr_0 = 9.9745e-04
Validation prc-auc = 0.058911
Epoch 3982
Loss = 1.3776e-02, PNorm = 310.7231, GNorm = 0.2462, lr_0 = 9.9745e-04
Validation prc-auc = 0.060944
Epoch 3983
Loss = 4.0962e-02, PNorm = 310.7523, GNorm = 0.0159, lr_0 = 9.9745e-04
Validation prc-auc = 0.062055
Epoch 3984
Loss = 4.4538e-02, PNorm = 310.7918, GNorm = 0.2263, lr_0 = 9.9745e-04
Validation prc-auc = 0.069206
Epoch 3985
Loss = 4.2543e-02, PNorm = 310.8331, GNorm = 2.2538, lr_0 = 9.9745e-04
Validation prc-auc = 0.046168
Epoch 3986
Loss = 4.1708e-02, PNorm = 310.8686, GNorm = 0.4465, lr_0 = 9.9744e-04
Validation prc-auc = 0.045090
Epoch 3987
Loss = 1.9076e-03, PNorm = 310.9157, GNorm = 0.0428, lr_0 = 9.9744e-04
Validation prc-auc = 0.062008
Epoch 3988
Loss = 6.4554e-02, PNorm = 310.9533, GNorm = 1.2952, lr_0 = 9.9744e-04
Validation prc-auc = 0.049957
Epoch 3989
Loss = 1.5382e-02, PNorm = 310.9791, GNorm = 0.8300, lr_0 = 9.9744e-04
Loss = 3.1047e-02, PNorm = 311.0100, GNorm = 1.0854, lr_0 = 9.9744e-04
Validation prc-auc = 0.055646
Epoch 3990
Loss = 1.2142e-02, PNorm = 311.0340, GNorm = 0.9354, lr_0 = 9.9744e-04
Validation prc-auc = 0.052499
Epoch 3991
Loss = 2.9085e-02, PNorm = 311.0558, GNorm = 0.2474, lr_0 = 9.9744e-04
Validation prc-auc = 0.044195
Epoch 3992
Loss = 1.6379e-02, PNorm = 311.0899, GNorm = 1.1446, lr_0 = 9.9744e-04
Validation prc-auc = 0.057388
Epoch 3993
Loss = 1.4377e-02, PNorm = 311.1344, GNorm = 0.1176, lr_0 = 9.9744e-04
Validation prc-auc = 0.066455
Epoch 3994
Loss = 1.9304e-02, PNorm = 311.1777, GNorm = 4.9208, lr_0 = 9.9744e-04
Validation prc-auc = 0.059227
Epoch 3995
Loss = 7.1169e-03, PNorm = 311.2111, GNorm = 0.1954, lr_0 = 9.9744e-04
Validation prc-auc = 0.056225
Epoch 3996
Loss = 3.0100e-02, PNorm = 311.2409, GNorm = 0.7811, lr_0 = 9.9744e-04
Validation prc-auc = 0.059462
Epoch 3997
Loss = 5.4199e-03, PNorm = 311.2670, GNorm = 0.1995, lr_0 = 9.9744e-04
Validation prc-auc = 0.062983
Epoch 3998
Loss = 5.5160e-02, PNorm = 311.2903, GNorm = 0.1855, lr_0 = 9.9744e-04
Validation prc-auc = 0.058481
Epoch 3999
Loss = 2.0432e-03, PNorm = 311.3143, GNorm = 0.0638, lr_0 = 9.9744e-04
Loss = 3.2544e-02, PNorm = 311.3413, GNorm = 1.4017, lr_0 = 9.9743e-04
Validation prc-auc = 0.057829
Epoch 4000
Loss = 1.5071e-02, PNorm = 311.3783, GNorm = 0.9845, lr_0 = 9.9743e-04
Validation prc-auc = 0.062196
Epoch 4001
Loss = 3.0542e-02, PNorm = 311.4133, GNorm = 0.7864, lr_0 = 9.9743e-04
Validation prc-auc = 0.055932
Epoch 4002
Loss = 1.5348e-02, PNorm = 311.4576, GNorm = 0.0771, lr_0 = 9.9743e-04
Validation prc-auc = 0.035031
Epoch 4003
Loss = 2.1390e-02, PNorm = 311.5013, GNorm = 0.1049, lr_0 = 9.9743e-04
Validation prc-auc = 0.035142
Epoch 4004
Loss = 6.0038e-02, PNorm = 311.5380, GNorm = 1.6313, lr_0 = 9.9743e-04
Validation prc-auc = 0.043077
Epoch 4005
Loss = 1.5340e-02, PNorm = 311.5823, GNorm = 0.0282, lr_0 = 9.9743e-04
Validation prc-auc = 0.046690
Epoch 4006
Loss = 7.5324e-03, PNorm = 311.6332, GNorm = 0.7336, lr_0 = 9.9743e-04
Validation prc-auc = 0.043416
Epoch 4007
Loss = 2.5924e-02, PNorm = 311.6684, GNorm = 0.1294, lr_0 = 9.9743e-04
Validation prc-auc = 0.060258
Epoch 4008
Loss = 1.0489e-01, PNorm = 311.7208, GNorm = 1.2321, lr_0 = 9.9743e-04
Validation prc-auc = 0.068326
Epoch 4009
Loss = 2.0660e-02, PNorm = 311.7818, GNorm = 1.3515, lr_0 = 9.9743e-04
Loss = 5.3274e-02, PNorm = 311.8277, GNorm = 0.2053, lr_0 = 9.9743e-04
Validation prc-auc = 0.059510
Epoch 4010
Loss = 6.4201e-02, PNorm = 311.8698, GNorm = 1.4593, lr_0 = 9.9743e-04
Validation prc-auc = 0.042595
Epoch 4011
Loss = 2.4722e-02, PNorm = 311.9403, GNorm = 0.0947, lr_0 = 9.9743e-04
Validation prc-auc = 0.046791
Epoch 4012
Loss = 1.9052e-02, PNorm = 311.9877, GNorm = 0.5448, lr_0 = 9.9742e-04
Validation prc-auc = 0.036100
Epoch 4013
Loss = 1.4377e-02, PNorm = 312.0194, GNorm = 2.0575, lr_0 = 9.9742e-04
Validation prc-auc = 0.033301
Epoch 4014
Loss = 1.2162e-02, PNorm = 312.0461, GNorm = 1.1985, lr_0 = 9.9742e-04
Validation prc-auc = 0.031169
Epoch 4015
Loss = 6.9610e-03, PNorm = 312.0764, GNorm = 0.2166, lr_0 = 9.9742e-04
Validation prc-auc = 0.034626
Epoch 4016
Loss = 1.0990e-02, PNorm = 312.1114, GNorm = 0.0464, lr_0 = 9.9742e-04
Validation prc-auc = 0.032213
Epoch 4017
Loss = 3.1801e-02, PNorm = 312.1320, GNorm = 1.7714, lr_0 = 9.9742e-04
Validation prc-auc = 0.050860
Epoch 4018
Loss = 6.1340e-02, PNorm = 312.1711, GNorm = 2.1511, lr_0 = 9.9742e-04
Validation prc-auc = 0.061913
Epoch 4019
Loss = 8.3600e-04, PNorm = 312.2168, GNorm = 0.0215, lr_0 = 9.9742e-04
Loss = 4.6524e-02, PNorm = 312.2606, GNorm = 0.1529, lr_0 = 9.9742e-04
Validation prc-auc = 0.053279
Epoch 4020
Loss = 1.5934e-02, PNorm = 312.2973, GNorm = 0.0389, lr_0 = 9.9742e-04
Validation prc-auc = 0.044776
Epoch 4021
Loss = 2.5996e-02, PNorm = 312.3301, GNorm = 1.9094, lr_0 = 9.9742e-04
Validation prc-auc = 0.047298
Epoch 4022
Loss = 6.1213e-02, PNorm = 312.3748, GNorm = 0.1994, lr_0 = 9.9742e-04
Validation prc-auc = 0.040482
Epoch 4023
Loss = 5.3621e-02, PNorm = 312.4398, GNorm = 1.4912, lr_0 = 9.9742e-04
Validation prc-auc = 0.040759
Epoch 4024
Loss = 3.2230e-02, PNorm = 312.4889, GNorm = 0.1229, lr_0 = 9.9742e-04
Validation prc-auc = 0.035553
Epoch 4025
Loss = 1.6574e-02, PNorm = 312.5201, GNorm = 0.2050, lr_0 = 9.9742e-04
Validation prc-auc = 0.044906
Epoch 4026
Loss = 9.6417e-02, PNorm = 312.5641, GNorm = 0.1881, lr_0 = 9.9741e-04
Validation prc-auc = 0.057700
Epoch 4027
Loss = 1.3498e-02, PNorm = 312.6058, GNorm = 0.7540, lr_0 = 9.9741e-04
Validation prc-auc = 0.054412
Epoch 4028
Loss = 1.6955e-02, PNorm = 312.6394, GNorm = 0.6433, lr_0 = 9.9741e-04
Validation prc-auc = 0.051317
Epoch 4029
Loss = 3.0478e-03, PNorm = 312.6580, GNorm = 0.1800, lr_0 = 9.9741e-04
Loss = 2.0259e-02, PNorm = 312.6830, GNorm = 0.2822, lr_0 = 9.9741e-04
Validation prc-auc = 0.049973
Epoch 4030
Loss = 1.4599e-02, PNorm = 312.7063, GNorm = 0.4770, lr_0 = 9.9741e-04
Validation prc-auc = 0.048496
Epoch 4031
Loss = 4.5287e-02, PNorm = 312.7287, GNorm = 0.1963, lr_0 = 9.9741e-04
Validation prc-auc = 0.047508
Epoch 4032
Loss = 4.4421e-02, PNorm = 312.7595, GNorm = 0.4216, lr_0 = 9.9741e-04
Validation prc-auc = 0.054179
Epoch 4033
Loss = 4.0441e-02, PNorm = 312.8205, GNorm = 2.0291, lr_0 = 9.9741e-04
Validation prc-auc = 0.045692
Epoch 4034
Loss = 4.1117e-02, PNorm = 312.8905, GNorm = 0.2352, lr_0 = 9.9741e-04
Validation prc-auc = 0.039982
Epoch 4035
Loss = 4.2788e-02, PNorm = 312.9368, GNorm = 2.9048, lr_0 = 9.9741e-04
Validation prc-auc = 0.042799
Epoch 4036
Loss = 2.9770e-02, PNorm = 312.9851, GNorm = 1.9147, lr_0 = 9.9741e-04
Validation prc-auc = 0.036262
Epoch 4037
Loss = 7.9089e-03, PNorm = 313.0337, GNorm = 0.2337, lr_0 = 9.9741e-04
Validation prc-auc = 0.039899
Epoch 4038
Loss = 4.8356e-02, PNorm = 313.0782, GNorm = 0.1070, lr_0 = 9.9741e-04
Validation prc-auc = 0.043182
Epoch 4039
Loss = 4.6454e-03, PNorm = 313.1377, GNorm = 0.1601, lr_0 = 9.9740e-04
Loss = 4.2298e-02, PNorm = 313.1851, GNorm = 2.1872, lr_0 = 9.9740e-04
Validation prc-auc = 0.044807
Epoch 4040
Loss = 5.1338e-02, PNorm = 313.2356, GNorm = 0.2510, lr_0 = 9.9740e-04
Validation prc-auc = 0.047607
Epoch 4041
Loss = 4.1407e-02, PNorm = 313.2825, GNorm = 2.5240, lr_0 = 9.9740e-04
Validation prc-auc = 0.049977
Epoch 4042
Loss = 3.9828e-02, PNorm = 313.3295, GNorm = 1.9887, lr_0 = 9.9740e-04
Validation prc-auc = 0.053500
Epoch 4043
Loss = 2.2307e-02, PNorm = 313.3672, GNorm = 0.3108, lr_0 = 9.9740e-04
Validation prc-auc = 0.055997
Epoch 4044
Loss = 3.8309e-02, PNorm = 313.4020, GNorm = 0.3077, lr_0 = 9.9740e-04
Validation prc-auc = 0.050469
Epoch 4045
Loss = 2.1163e-02, PNorm = 313.4320, GNorm = 1.6403, lr_0 = 9.9740e-04
Validation prc-auc = 0.051175
Epoch 4046
Loss = 9.5080e-03, PNorm = 313.4540, GNorm = 0.1360, lr_0 = 9.9740e-04
Validation prc-auc = 0.049193
Epoch 4047
Loss = 3.9993e-02, PNorm = 313.4676, GNorm = 0.5138, lr_0 = 9.9740e-04
Validation prc-auc = 0.046303
Epoch 4048
Loss = 1.0202e-01, PNorm = 313.4902, GNorm = 2.8451, lr_0 = 9.9740e-04
Validation prc-auc = 0.045288
Epoch 4049
Loss = 1.5243e-02, PNorm = 313.5275, GNorm = 0.8706, lr_0 = 9.9740e-04
Loss = 2.8177e-02, PNorm = 313.5667, GNorm = 1.0707, lr_0 = 9.9740e-04
Validation prc-auc = 0.052622
Epoch 4050
Loss = 3.8000e-02, PNorm = 313.6000, GNorm = 0.1640, lr_0 = 9.9740e-04
Validation prc-auc = 0.046411
Epoch 4051
Loss = 3.2101e-02, PNorm = 313.6422, GNorm = 0.7883, lr_0 = 9.9740e-04
Validation prc-auc = 0.047159
Epoch 4052
Loss = 4.0790e-02, PNorm = 313.6804, GNorm = 1.6823, lr_0 = 9.9739e-04
Validation prc-auc = 0.042935
Epoch 4053
Loss = 6.0757e-02, PNorm = 313.7061, GNorm = 3.2384, lr_0 = 9.9739e-04
Validation prc-auc = 0.042814
Epoch 4054
Loss = 4.2114e-02, PNorm = 313.7600, GNorm = 0.2816, lr_0 = 9.9739e-04
Validation prc-auc = 0.046047
Epoch 4055
Loss = 1.0589e-01, PNorm = 313.7991, GNorm = 0.3027, lr_0 = 9.9739e-04
Validation prc-auc = 0.051013
Epoch 4056
Loss = 3.0862e-02, PNorm = 313.8415, GNorm = 0.7016, lr_0 = 9.9739e-04
Validation prc-auc = 0.043438
Epoch 4057
Loss = 1.9939e-02, PNorm = 313.8834, GNorm = 1.0565, lr_0 = 9.9739e-04
Validation prc-auc = 0.039987
Epoch 4058
Loss = 1.5208e-02, PNorm = 313.9162, GNorm = 0.8626, lr_0 = 9.9739e-04
Validation prc-auc = 0.041466
Epoch 4059
Loss = 2.9494e-02, PNorm = 313.9406, GNorm = 1.7447, lr_0 = 9.9739e-04
Loss = 7.0190e-02, PNorm = 313.9750, GNorm = 1.6139, lr_0 = 9.9739e-04
Validation prc-auc = 0.038201
Epoch 4060
Loss = 1.0214e-02, PNorm = 314.0253, GNorm = 0.0841, lr_0 = 9.9739e-04
Validation prc-auc = 0.042742
Epoch 4061
Loss = 6.8513e-03, PNorm = 314.0543, GNorm = 0.6750, lr_0 = 9.9739e-04
Validation prc-auc = 0.042178
Epoch 4062
Loss = 1.1754e-02, PNorm = 314.0712, GNorm = 1.0317, lr_0 = 9.9739e-04
Validation prc-auc = 0.043733
Epoch 4063
Loss = 2.0803e-02, PNorm = 314.0875, GNorm = 0.0245, lr_0 = 9.9739e-04
Validation prc-auc = 0.045096
Epoch 4064
Loss = 1.2843e-02, PNorm = 314.1100, GNorm = 0.1726, lr_0 = 9.9739e-04
Validation prc-auc = 0.043111
Epoch 4065
Loss = 5.8808e-02, PNorm = 314.1338, GNorm = 2.7294, lr_0 = 9.9738e-04
Validation prc-auc = 0.039077
Epoch 4066
Loss = 3.1389e-02, PNorm = 314.1680, GNorm = 2.3523, lr_0 = 9.9738e-04
Validation prc-auc = 0.041378
Epoch 4067
Loss = 3.5395e-02, PNorm = 314.2086, GNorm = 0.1925, lr_0 = 9.9738e-04
Validation prc-auc = 0.047979
Epoch 4068
Loss = 1.1278e-02, PNorm = 314.2528, GNorm = 0.6183, lr_0 = 9.9738e-04
Validation prc-auc = 0.041921
Epoch 4069
Loss = 3.5850e-03, PNorm = 314.2915, GNorm = 0.1239, lr_0 = 9.9738e-04
Loss = 4.8823e-02, PNorm = 314.3308, GNorm = 1.2966, lr_0 = 9.9738e-04
Validation prc-auc = 0.039885
Epoch 4070
Loss = 3.6642e-02, PNorm = 314.3758, GNorm = 1.1118, lr_0 = 9.9738e-04
Validation prc-auc = 0.043973
Epoch 4071
Loss = 2.9515e-02, PNorm = 314.4464, GNorm = 0.6736, lr_0 = 9.9738e-04
Validation prc-auc = 0.049377
Epoch 4072
Loss = 2.6022e-02, PNorm = 314.5035, GNorm = 1.6309, lr_0 = 9.9738e-04
Validation prc-auc = 0.054610
Epoch 4073
Loss = 4.7727e-02, PNorm = 314.5463, GNorm = 2.5007, lr_0 = 9.9738e-04
Validation prc-auc = 0.051216
Epoch 4074
Loss = 3.4440e-02, PNorm = 314.5811, GNorm = 1.5963, lr_0 = 9.9738e-04
Validation prc-auc = 0.053664
Epoch 4075
Loss = 2.8065e-02, PNorm = 314.6301, GNorm = 0.8915, lr_0 = 9.9738e-04
Validation prc-auc = 0.054615
Epoch 4076
Loss = 1.6518e-02, PNorm = 314.6702, GNorm = 1.2061, lr_0 = 9.9738e-04
Validation prc-auc = 0.058609
Epoch 4077
Loss = 2.1571e-02, PNorm = 314.7038, GNorm = 1.1753, lr_0 = 9.9738e-04
Validation prc-auc = 0.062616
Epoch 4078
Loss = 2.4538e-03, PNorm = 314.7480, GNorm = 0.1008, lr_0 = 9.9738e-04
Validation prc-auc = 0.057825
Epoch 4079
Loss = 5.8129e-02, PNorm = 314.7881, GNorm = 1.6339, lr_0 = 9.9737e-04
Loss = 1.8859e-02, PNorm = 314.8526, GNorm = 0.5364, lr_0 = 9.9737e-04
Validation prc-auc = 0.055046
Epoch 4080
Loss = 3.9299e-02, PNorm = 314.8910, GNorm = 0.3279, lr_0 = 9.9737e-04
Validation prc-auc = 0.052231
Epoch 4081
Loss = 3.2940e-02, PNorm = 314.9275, GNorm = 1.1714, lr_0 = 9.9737e-04
Validation prc-auc = 0.049279
Epoch 4082
Loss = 5.6672e-02, PNorm = 314.9740, GNorm = 1.0088, lr_0 = 9.9737e-04
Validation prc-auc = 0.049325
Epoch 4083
Loss = 3.1023e-02, PNorm = 315.0286, GNorm = 2.8736, lr_0 = 9.9737e-04
Validation prc-auc = 0.053752
Epoch 4084
Loss = 1.5410e-02, PNorm = 315.0796, GNorm = 0.0635, lr_0 = 9.9737e-04
Validation prc-auc = 0.058610
Epoch 4085
Loss = 1.0294e-02, PNorm = 315.1159, GNorm = 0.0919, lr_0 = 9.9737e-04
Validation prc-auc = 0.059088
Epoch 4086
Loss = 6.8608e-02, PNorm = 315.1414, GNorm = 0.1963, lr_0 = 9.9737e-04
Validation prc-auc = 0.055979
Epoch 4087
Loss = 3.4094e-02, PNorm = 315.1738, GNorm = 0.7577, lr_0 = 9.9737e-04
Validation prc-auc = 0.056954
Epoch 4088
Loss = 4.1377e-02, PNorm = 315.2073, GNorm = 0.8635, lr_0 = 9.9737e-04
Validation prc-auc = 0.068696
Epoch 4089
Loss = 3.5252e-03, PNorm = 315.2379, GNorm = 0.2215, lr_0 = 9.9737e-04
Loss = 2.3436e-02, PNorm = 315.2665, GNorm = 0.4526, lr_0 = 9.9737e-04
Validation prc-auc = 0.074504
Epoch 4090
Loss = 1.0954e-02, PNorm = 315.2903, GNorm = 0.0736, lr_0 = 9.9737e-04
Validation prc-auc = 0.078856
Epoch 4091
Loss = 1.5649e-02, PNorm = 315.3141, GNorm = 1.4533, lr_0 = 9.9737e-04
Validation prc-auc = 0.078263
Epoch 4092
Loss = 2.0606e-02, PNorm = 315.3398, GNorm = 1.4053, lr_0 = 9.9736e-04
Validation prc-auc = 0.068642
Epoch 4093
Loss = 4.1072e-02, PNorm = 315.3700, GNorm = 0.5304, lr_0 = 9.9736e-04
Validation prc-auc = 0.066970
Epoch 4094
Loss = 5.9355e-02, PNorm = 315.4281, GNorm = 0.2327, lr_0 = 9.9736e-04
Validation prc-auc = 0.071664
Epoch 4095
Loss = 7.5768e-02, PNorm = 315.4787, GNorm = 0.4321, lr_0 = 9.9736e-04
Validation prc-auc = 0.056166
Epoch 4096
Loss = 2.0613e-02, PNorm = 315.5354, GNorm = 0.0657, lr_0 = 9.9736e-04
Validation prc-auc = 0.060647
Epoch 4097
Loss = 2.5187e-02, PNorm = 315.5909, GNorm = 1.4569, lr_0 = 9.9736e-04
Validation prc-auc = 0.062013
Epoch 4098
Loss = 1.2834e-02, PNorm = 315.6222, GNorm = 0.5520, lr_0 = 9.9736e-04
Validation prc-auc = 0.068537
Epoch 4099
Loss = 2.5250e-03, PNorm = 315.6542, GNorm = 0.1378, lr_0 = 9.9736e-04
Loss = 6.8594e-02, PNorm = 315.6909, GNorm = 2.4782, lr_0 = 9.9736e-04
Validation prc-auc = 0.063714
Epoch 4100
Loss = 5.2746e-02, PNorm = 315.7436, GNorm = 2.3524, lr_0 = 9.9736e-04
Validation prc-auc = 0.055894
Epoch 4101
Loss = 1.0833e-02, PNorm = 315.8150, GNorm = 0.3553, lr_0 = 9.9736e-04
Validation prc-auc = 0.052581
Epoch 4102
Loss = 1.2073e-02, PNorm = 315.8530, GNorm = 0.4615, lr_0 = 9.9736e-04
Validation prc-auc = 0.050874
Epoch 4103
Loss = 3.7586e-02, PNorm = 315.8740, GNorm = 0.1498, lr_0 = 9.9736e-04
Validation prc-auc = 0.039564
Epoch 4104
Loss = 1.6169e-02, PNorm = 315.9244, GNorm = 0.1488, lr_0 = 9.9736e-04
Validation prc-auc = 0.048799
Epoch 4105
Loss = 2.9287e-02, PNorm = 315.9928, GNorm = 0.1088, lr_0 = 9.9735e-04
Validation prc-auc = 0.056923
Epoch 4106
Loss = 5.1456e-02, PNorm = 316.0527, GNorm = 0.9268, lr_0 = 9.9735e-04
Validation prc-auc = 0.055804
Epoch 4107
Loss = 7.8155e-03, PNorm = 316.1005, GNorm = 0.8547, lr_0 = 9.9735e-04
Validation prc-auc = 0.057552
Epoch 4108
Loss = 9.5106e-03, PNorm = 316.1272, GNorm = 0.6656, lr_0 = 9.9735e-04
Validation prc-auc = 0.056107
Epoch 4109
Loss = 8.3191e-03, PNorm = 316.1522, GNorm = 0.5285, lr_0 = 9.9735e-04
Loss = 5.7303e-02, PNorm = 316.2086, GNorm = 0.9835, lr_0 = 9.9735e-04
Validation prc-auc = 0.055425
Epoch 4110
Loss = 2.7311e-02, PNorm = 316.2629, GNorm = 0.2886, lr_0 = 9.9735e-04
Validation prc-auc = 0.046053
Epoch 4111
Loss = 2.3436e-02, PNorm = 316.3070, GNorm = 0.7381, lr_0 = 9.9735e-04
Validation prc-auc = 0.044949
Epoch 4112
Loss = 3.2416e-02, PNorm = 316.3515, GNorm = 0.4161, lr_0 = 9.9735e-04
Validation prc-auc = 0.046536
Epoch 4113
Loss = 3.9073e-02, PNorm = 316.3925, GNorm = 0.1895, lr_0 = 9.9735e-04
Validation prc-auc = 0.047671
Epoch 4114
Loss = 3.1719e-02, PNorm = 316.4291, GNorm = 0.7676, lr_0 = 9.9735e-04
Validation prc-auc = 0.046716
Epoch 4115
Loss = 2.1140e-02, PNorm = 316.4729, GNorm = 0.2026, lr_0 = 9.9735e-04
Validation prc-auc = 0.052029
Epoch 4116
Loss = 1.0555e-02, PNorm = 316.5051, GNorm = 0.3261, lr_0 = 9.9735e-04
Validation prc-auc = 0.052421
Epoch 4117
Loss = 4.4924e-02, PNorm = 316.5413, GNorm = 0.0576, lr_0 = 9.9735e-04
Validation prc-auc = 0.047078
Epoch 4118
Loss = 2.8332e-02, PNorm = 316.5917, GNorm = 0.3215, lr_0 = 9.9735e-04
Validation prc-auc = 0.045399
Epoch 4119
Loss = 5.5250e-02, PNorm = 316.6308, GNorm = 1.9046, lr_0 = 9.9734e-04
Loss = 2.8564e-02, PNorm = 316.6681, GNorm = 0.2923, lr_0 = 9.9734e-04
Validation prc-auc = 0.041799
Epoch 4120
Loss = 1.3433e-02, PNorm = 316.6963, GNorm = 0.2075, lr_0 = 9.9734e-04
Validation prc-auc = 0.043048
Epoch 4121
Loss = 4.4495e-02, PNorm = 316.7190, GNorm = 0.1248, lr_0 = 9.9734e-04
Validation prc-auc = 0.036115
Epoch 4122
Loss = 1.5317e-02, PNorm = 316.7568, GNorm = 0.5020, lr_0 = 9.9734e-04
Validation prc-auc = 0.032164
Epoch 4123
Loss = 1.4198e-02, PNorm = 316.7812, GNorm = 0.6290, lr_0 = 9.9734e-04
Validation prc-auc = 0.035025
Epoch 4124
Loss = 4.4550e-02, PNorm = 316.8117, GNorm = 2.6256, lr_0 = 9.9734e-04
Validation prc-auc = 0.043823
Epoch 4125
Loss = 1.2500e-02, PNorm = 316.8511, GNorm = 1.1148, lr_0 = 9.9734e-04
Validation prc-auc = 0.043068
Epoch 4126
Loss = 1.4211e-02, PNorm = 316.8785, GNorm = 1.5886, lr_0 = 9.9734e-04
Validation prc-auc = 0.039256
Epoch 4127
Loss = 2.7067e-02, PNorm = 316.9070, GNorm = 0.8626, lr_0 = 9.9734e-04
Validation prc-auc = 0.035677
Epoch 4128
Loss = 2.8760e-02, PNorm = 316.9442, GNorm = 1.2201, lr_0 = 9.9734e-04
Validation prc-auc = 0.030885
Epoch 4129
Loss = 3.7737e-03, PNorm = 316.9727, GNorm = 0.1758, lr_0 = 9.9734e-04
Loss = 3.0366e-02, PNorm = 316.9973, GNorm = 0.4806, lr_0 = 9.9734e-04
Validation prc-auc = 0.034753
Epoch 4130
Loss = 2.0737e-02, PNorm = 317.0270, GNorm = 0.2870, lr_0 = 9.9734e-04
Validation prc-auc = 0.036493
Epoch 4131
Loss = 2.2378e-02, PNorm = 317.0585, GNorm = 0.6086, lr_0 = 9.9733e-04
Validation prc-auc = 0.045042
Epoch 4132
Loss = 7.0941e-03, PNorm = 317.0758, GNorm = 0.1244, lr_0 = 9.9733e-04
Validation prc-auc = 0.045032
Epoch 4133
Loss = 2.5708e-02, PNorm = 317.0933, GNorm = 1.7314, lr_0 = 9.9733e-04
Validation prc-auc = 0.047805
Epoch 4134
Loss = 1.2229e-01, PNorm = 317.1457, GNorm = 1.9290, lr_0 = 9.9733e-04
Validation prc-auc = 0.043813
Epoch 4135
Loss = 3.6206e-02, PNorm = 317.2030, GNorm = 1.4499, lr_0 = 9.9733e-04
Validation prc-auc = 0.042343
Epoch 4136
Loss = 3.2033e-02, PNorm = 317.2485, GNorm = 0.6915, lr_0 = 9.9733e-04
Validation prc-auc = 0.043848
Epoch 4137
Loss = 6.5764e-02, PNorm = 317.2891, GNorm = 0.2076, lr_0 = 9.9733e-04
Validation prc-auc = 0.041668
Epoch 4138
Loss = 1.9239e-02, PNorm = 317.3193, GNorm = 0.5375, lr_0 = 9.9733e-04
Validation prc-auc = 0.036880
Epoch 4139
Loss = 4.1783e-03, PNorm = 317.3492, GNorm = 0.1279, lr_0 = 9.9733e-04
Loss = 2.4772e-02, PNorm = 317.3726, GNorm = 0.5827, lr_0 = 9.9733e-04
Validation prc-auc = 0.042414
Epoch 4140
Loss = 6.2362e-02, PNorm = 317.3954, GNorm = 2.8676, lr_0 = 9.9733e-04
Validation prc-auc = 0.034806
Epoch 4141
Loss = 5.0396e-02, PNorm = 317.4501, GNorm = 2.7413, lr_0 = 9.9733e-04
Validation prc-auc = 0.033587
Epoch 4142
Loss = 2.7558e-02, PNorm = 317.4967, GNorm = 0.7437, lr_0 = 9.9733e-04
Validation prc-auc = 0.039369
Epoch 4143
Loss = 2.8164e-02, PNorm = 317.5465, GNorm = 0.5817, lr_0 = 9.9733e-04
Validation prc-auc = 0.038875
Epoch 4144
Loss = 3.5358e-02, PNorm = 317.5823, GNorm = 2.3098, lr_0 = 9.9733e-04
Validation prc-auc = 0.037280
Epoch 4145
Loss = 1.1405e-02, PNorm = 317.6192, GNorm = 1.4280, lr_0 = 9.9732e-04
Validation prc-auc = 0.040587
Epoch 4146
Loss = 2.1664e-02, PNorm = 317.6475, GNorm = 0.5361, lr_0 = 9.9732e-04
Validation prc-auc = 0.047445
Epoch 4147
Loss = 5.2470e-02, PNorm = 317.6841, GNorm = 0.6647, lr_0 = 9.9732e-04
Validation prc-auc = 0.046977
Epoch 4148
Loss = 2.0502e-02, PNorm = 317.7471, GNorm = 0.1931, lr_0 = 9.9732e-04
Validation prc-auc = 0.041687
Epoch 4149
Loss = 4.4546e-02, PNorm = 317.7889, GNorm = 1.5076, lr_0 = 9.9732e-04
Loss = 2.4751e-02, PNorm = 317.8382, GNorm = 0.7622, lr_0 = 9.9732e-04
Validation prc-auc = 0.044222
Epoch 4150
Loss = 3.6240e-02, PNorm = 317.8773, GNorm = 1.1724, lr_0 = 9.9732e-04
Validation prc-auc = 0.048956
Epoch 4151
Loss = 1.4443e-02, PNorm = 317.9082, GNorm = 0.9871, lr_0 = 9.9732e-04
Validation prc-auc = 0.050241
Epoch 4152
Loss = 3.2807e-02, PNorm = 317.9283, GNorm = 1.3676, lr_0 = 9.9732e-04
Validation prc-auc = 0.052798
Epoch 4153
Loss = 9.6877e-03, PNorm = 317.9453, GNorm = 0.2912, lr_0 = 9.9732e-04
Validation prc-auc = 0.051126
Epoch 4154
Loss = 1.5397e-02, PNorm = 317.9623, GNorm = 1.2872, lr_0 = 9.9732e-04
Validation prc-auc = 0.055323
Epoch 4155
Loss = 3.5821e-03, PNorm = 317.9873, GNorm = 0.3556, lr_0 = 9.9732e-04
Validation prc-auc = 0.057706
Epoch 4156
Loss = 1.3577e-02, PNorm = 318.0019, GNorm = 0.3124, lr_0 = 9.9732e-04
Validation prc-auc = 0.050934
Epoch 4157
Loss = 6.9622e-03, PNorm = 318.0153, GNorm = 0.4326, lr_0 = 9.9732e-04
Validation prc-auc = 0.044104
Epoch 4158
Loss = 4.5842e-03, PNorm = 318.0607, GNorm = 0.0535, lr_0 = 9.9731e-04
Validation prc-auc = 0.034643
Epoch 4159
Loss = 1.0985e-01, PNorm = 318.1056, GNorm = 4.7725, lr_0 = 9.9731e-04
Loss = 1.0956e-01, PNorm = 318.1525, GNorm = 2.3063, lr_0 = 9.9731e-04
Validation prc-auc = 0.035447
Epoch 4160
Loss = 5.8963e-02, PNorm = 318.2179, GNorm = 0.7624, lr_0 = 9.9731e-04
Validation prc-auc = 0.033735
Epoch 4161
Loss = 5.4256e-02, PNorm = 318.2764, GNorm = 0.1685, lr_0 = 9.9731e-04
Validation prc-auc = 0.043895
Epoch 4162
Loss = 2.2244e-02, PNorm = 318.3173, GNorm = 0.4487, lr_0 = 9.9731e-04
Validation prc-auc = 0.033106
Epoch 4163
Loss = 4.6064e-02, PNorm = 318.3478, GNorm = 1.0617, lr_0 = 9.9731e-04
Validation prc-auc = 0.035009
Epoch 4164
Loss = 2.3428e-02, PNorm = 318.4056, GNorm = 0.1393, lr_0 = 9.9731e-04
Validation prc-auc = 0.041441
Epoch 4165
Loss = 2.2790e-02, PNorm = 318.4489, GNorm = 0.7573, lr_0 = 9.9731e-04
Validation prc-auc = 0.043199
Epoch 4166
Loss = 2.9611e-02, PNorm = 318.4835, GNorm = 1.5107, lr_0 = 9.9731e-04
Validation prc-auc = 0.042989
Epoch 4167
Loss = 8.9196e-03, PNorm = 318.5080, GNorm = 0.5597, lr_0 = 9.9731e-04
Validation prc-auc = 0.052085
Epoch 4168
Loss = 3.2722e-03, PNorm = 318.5465, GNorm = 0.0352, lr_0 = 9.9731e-04
Validation prc-auc = 0.051585
Epoch 4169
Loss = 3.1508e-03, PNorm = 318.5839, GNorm = 0.1365, lr_0 = 9.9731e-04
Loss = 1.5455e-02, PNorm = 318.6127, GNorm = 1.0288, lr_0 = 9.9731e-04
Validation prc-auc = 0.038702
Epoch 4170
Loss = 3.5325e-02, PNorm = 318.6371, GNorm = 1.4424, lr_0 = 9.9731e-04
Validation prc-auc = 0.038856
Epoch 4171
Loss = 2.3753e-02, PNorm = 318.6802, GNorm = 0.3906, lr_0 = 9.9730e-04
Validation prc-auc = 0.033673
Epoch 4172
Loss = 7.6131e-03, PNorm = 318.7148, GNorm = 0.5369, lr_0 = 9.9730e-04
Validation prc-auc = 0.030539
Epoch 4173
Loss = 3.4686e-02, PNorm = 318.7407, GNorm = 0.1362, lr_0 = 9.9730e-04
Validation prc-auc = 0.027428
Epoch 4174
Loss = 4.0390e-02, PNorm = 318.7677, GNorm = 0.6263, lr_0 = 9.9730e-04
Validation prc-auc = 0.036912
Epoch 4175
Loss = 3.1080e-02, PNorm = 318.7924, GNorm = 0.5425, lr_0 = 9.9730e-04
Validation prc-auc = 0.033942
Epoch 4176
Loss = 7.9927e-03, PNorm = 318.8364, GNorm = 0.4954, lr_0 = 9.9730e-04
Validation prc-auc = 0.051524
Epoch 4177
Loss = 3.2964e-02, PNorm = 318.8666, GNorm = 0.6453, lr_0 = 9.9730e-04
Validation prc-auc = 0.037110
Epoch 4178
Loss = 1.3798e-02, PNorm = 318.8891, GNorm = 0.8714, lr_0 = 9.9730e-04
Validation prc-auc = 0.050039
Epoch 4179
Loss = 8.4637e-02, PNorm = 318.9275, GNorm = 2.1670, lr_0 = 9.9730e-04
Loss = 3.6379e-02, PNorm = 318.9721, GNorm = 0.1788, lr_0 = 9.9730e-04
Validation prc-auc = 0.050916
Epoch 4180
Loss = 2.7644e-02, PNorm = 319.0144, GNorm = 3.0288, lr_0 = 9.9730e-04
Validation prc-auc = 0.050590
Epoch 4181
Loss = 1.7933e-02, PNorm = 319.0527, GNorm = 1.0032, lr_0 = 9.9730e-04
Validation prc-auc = 0.050927
Epoch 4182
Loss = 2.7551e-02, PNorm = 319.0805, GNorm = 0.4108, lr_0 = 9.9730e-04
Validation prc-auc = 0.051667
Epoch 4183
Loss = 1.5968e-02, PNorm = 319.1023, GNorm = 0.1384, lr_0 = 9.9730e-04
Validation prc-auc = 0.051967
Epoch 4184
Loss = 2.0989e-02, PNorm = 319.1342, GNorm = 0.7550, lr_0 = 9.9730e-04
Validation prc-auc = 0.061698
Epoch 4185
Loss = 3.4727e-02, PNorm = 319.1574, GNorm = 2.2737, lr_0 = 9.9729e-04
Validation prc-auc = 0.034117
Epoch 4186
Loss = 7.3742e-02, PNorm = 319.1960, GNorm = 1.1457, lr_0 = 9.9729e-04
Validation prc-auc = 0.036951
Epoch 4187
Loss = 1.4596e-02, PNorm = 319.2481, GNorm = 0.5739, lr_0 = 9.9729e-04
Validation prc-auc = 0.041799
Epoch 4188
Loss = 3.8311e-03, PNorm = 319.2918, GNorm = 0.2511, lr_0 = 9.9729e-04
Validation prc-auc = 0.043132
Epoch 4189
Loss = 1.6263e-02, PNorm = 319.3226, GNorm = 1.0552, lr_0 = 9.9729e-04
Loss = 1.8797e-02, PNorm = 319.3572, GNorm = 0.0268, lr_0 = 9.9729e-04
Validation prc-auc = 0.035678
Epoch 4190
Loss = 2.9435e-02, PNorm = 319.3825, GNorm = 0.1774, lr_0 = 9.9729e-04
Validation prc-auc = 0.033586
Epoch 4191
Loss = 4.9343e-02, PNorm = 319.4034, GNorm = 0.6467, lr_0 = 9.9729e-04
Validation prc-auc = 0.035986
Epoch 4192
Loss = 5.6349e-02, PNorm = 319.4481, GNorm = 1.3313, lr_0 = 9.9729e-04
Validation prc-auc = 0.030833
Epoch 4193
Loss = 4.4629e-02, PNorm = 319.5002, GNorm = 0.2932, lr_0 = 9.9729e-04
Validation prc-auc = 0.032272
Epoch 4194
Loss = 4.3019e-02, PNorm = 319.5455, GNorm = 0.0801, lr_0 = 9.9729e-04
Validation prc-auc = 0.042661
Epoch 4195
Loss = 2.0577e-02, PNorm = 319.5936, GNorm = 0.6965, lr_0 = 9.9729e-04
Validation prc-auc = 0.053286
Epoch 4196
Loss = 4.0260e-02, PNorm = 319.6361, GNorm = 1.8629, lr_0 = 9.9729e-04
Validation prc-auc = 0.050023
Epoch 4197
Loss = 6.8043e-02, PNorm = 319.6675, GNorm = 0.7422, lr_0 = 9.9729e-04
Validation prc-auc = 0.049732
Epoch 4198
Loss = 1.3995e-02, PNorm = 319.7057, GNorm = 1.2205, lr_0 = 9.9728e-04
Validation prc-auc = 0.045499
Epoch 4199
Loss = 7.0978e-02, PNorm = 319.7400, GNorm = 1.0970, lr_0 = 9.9728e-04
Loss = 3.2066e-02, PNorm = 319.7684, GNorm = 1.2791, lr_0 = 9.9728e-04
Validation prc-auc = 0.048194
Epoch 4200
Loss = 5.9980e-02, PNorm = 319.8110, GNorm = 0.1840, lr_0 = 9.9728e-04
Validation prc-auc = 0.046369
Epoch 4201
Loss = 8.2715e-02, PNorm = 319.8583, GNorm = 0.0551, lr_0 = 9.9728e-04
Validation prc-auc = 0.045380
Epoch 4202
Loss = 3.4102e-02, PNorm = 319.9093, GNorm = 0.7307, lr_0 = 9.9728e-04
Validation prc-auc = 0.034087
Epoch 4203
Loss = 1.2441e-02, PNorm = 319.9451, GNorm = 1.7329, lr_0 = 9.9728e-04
Validation prc-auc = 0.033777
Epoch 4204
Loss = 3.0450e-02, PNorm = 319.9672, GNorm = 1.1760, lr_0 = 9.9728e-04
Validation prc-auc = 0.032861
Epoch 4205
Loss = 1.4436e-02, PNorm = 319.9932, GNorm = 1.7144, lr_0 = 9.9728e-04
Validation prc-auc = 0.039150
Epoch 4206
Loss = 7.7630e-03, PNorm = 320.0162, GNorm = 0.3330, lr_0 = 9.9728e-04
Validation prc-auc = 0.032976
Epoch 4207
Loss = 1.9859e-02, PNorm = 320.0445, GNorm = 0.3259, lr_0 = 9.9728e-04
Validation prc-auc = 0.036429
Epoch 4208
Loss = 8.1350e-03, PNorm = 320.0818, GNorm = 0.5184, lr_0 = 9.9728e-04
Validation prc-auc = 0.035723
Epoch 4209
Loss = 1.1700e-03, PNorm = 320.0986, GNorm = 0.0965, lr_0 = 9.9728e-04
Loss = 2.2831e-02, PNorm = 320.1130, GNorm = 0.3304, lr_0 = 9.9728e-04
Validation prc-auc = 0.035826
Epoch 4210
Loss = 1.0522e-02, PNorm = 320.1332, GNorm = 0.3159, lr_0 = 9.9728e-04
Validation prc-auc = 0.036416
Epoch 4211
Loss = 1.7074e-02, PNorm = 320.1446, GNorm = 0.2163, lr_0 = 9.9727e-04
Validation prc-auc = 0.036811
Epoch 4212
Loss = 2.0298e-02, PNorm = 320.1558, GNorm = 0.2149, lr_0 = 9.9727e-04
Validation prc-auc = 0.038591
Epoch 4213
Loss = 3.1475e-02, PNorm = 320.1827, GNorm = 1.0364, lr_0 = 9.9727e-04
Validation prc-auc = 0.041981
Epoch 4214
Loss = 3.0201e-03, PNorm = 320.2184, GNorm = 0.0583, lr_0 = 9.9727e-04
Validation prc-auc = 0.039855
Epoch 4215
Loss = 1.5989e-02, PNorm = 320.2361, GNorm = 1.9551, lr_0 = 9.9727e-04
Validation prc-auc = 0.044304
Epoch 4216
Loss = 1.2851e-01, PNorm = 320.2528, GNorm = 1.3993, lr_0 = 9.9727e-04
Validation prc-auc = 0.039439
Epoch 4217
Loss = 1.2316e-01, PNorm = 320.2997, GNorm = 3.6342, lr_0 = 9.9727e-04
Validation prc-auc = 0.041446
Epoch 4218
Loss = 1.7801e-02, PNorm = 320.3645, GNorm = 0.5741, lr_0 = 9.9727e-04
Validation prc-auc = 0.044276
Epoch 4219
Loss = 1.9819e-03, PNorm = 320.4170, GNorm = 0.1379, lr_0 = 9.9727e-04
Loss = 5.1698e-02, PNorm = 320.4502, GNorm = 3.2170, lr_0 = 9.9727e-04
Validation prc-auc = 0.044373
Epoch 4220
Loss = 3.0268e-02, PNorm = 320.4924, GNorm = 0.2947, lr_0 = 9.9727e-04
Validation prc-auc = 0.047427
Epoch 4221
Loss = 4.9287e-02, PNorm = 320.5231, GNorm = 0.0654, lr_0 = 9.9727e-04
Validation prc-auc = 0.042621
Epoch 4222
Loss = 2.8207e-02, PNorm = 320.5698, GNorm = 0.8789, lr_0 = 9.9727e-04
Validation prc-auc = 0.045109
Epoch 4223
Loss = 8.6002e-03, PNorm = 320.6061, GNorm = 0.2370, lr_0 = 9.9727e-04
Validation prc-auc = 0.041796
Epoch 4224
Loss = 5.9792e-02, PNorm = 320.6291, GNorm = 1.5915, lr_0 = 9.9726e-04
Validation prc-auc = 0.031151
Epoch 4225
Loss = 1.1581e-02, PNorm = 320.6692, GNorm = 0.3005, lr_0 = 9.9726e-04
Validation prc-auc = 0.026453
Epoch 4226
Loss = 9.2664e-03, PNorm = 320.7133, GNorm = 1.0304, lr_0 = 9.9726e-04
Validation prc-auc = 0.025363
Epoch 4227
Loss = 5.2011e-03, PNorm = 320.7378, GNorm = 0.4776, lr_0 = 9.9726e-04
Validation prc-auc = 0.029127
Epoch 4228
Loss = 4.1736e-03, PNorm = 320.7666, GNorm = 0.1703, lr_0 = 9.9726e-04
Validation prc-auc = 0.028483
Epoch 4229
Loss = 1.4689e-03, PNorm = 320.8007, GNorm = 0.0859, lr_0 = 9.9726e-04
Loss = 2.3648e-02, PNorm = 320.8269, GNorm = 0.2513, lr_0 = 9.9726e-04
Validation prc-auc = 0.027627
Epoch 4230
Loss = 2.9018e-02, PNorm = 320.8526, GNorm = 0.5705, lr_0 = 9.9726e-04
Validation prc-auc = 0.032439
Epoch 4231
Loss = 2.4355e-02, PNorm = 320.8775, GNorm = 0.8568, lr_0 = 9.9726e-04
Validation prc-auc = 0.034012
Epoch 4232
Loss = 1.8220e-02, PNorm = 320.9079, GNorm = 1.2851, lr_0 = 9.9726e-04
Validation prc-auc = 0.031926
Epoch 4233
Loss = 5.9367e-02, PNorm = 320.9450, GNorm = 3.3156, lr_0 = 9.9726e-04
Validation prc-auc = 0.029835
Epoch 4234
Loss = 5.9084e-02, PNorm = 320.9944, GNorm = 0.7459, lr_0 = 9.9726e-04
Validation prc-auc = 0.033659
Epoch 4235
Loss = 5.1881e-02, PNorm = 321.0418, GNorm = 0.7606, lr_0 = 9.9726e-04
Validation prc-auc = 0.035981
Epoch 4236
Loss = 3.0622e-02, PNorm = 321.0899, GNorm = 0.9176, lr_0 = 9.9726e-04
Validation prc-auc = 0.039616
Epoch 4237
Loss = 1.1999e-02, PNorm = 321.1270, GNorm = 1.1563, lr_0 = 9.9726e-04
Validation prc-auc = 0.047983
Epoch 4238
Loss = 5.7252e-03, PNorm = 321.1580, GNorm = 0.1456, lr_0 = 9.9725e-04
Validation prc-auc = 0.048159
Epoch 4239
Loss = 1.8623e-02, PNorm = 321.1898, GNorm = 1.0304, lr_0 = 9.9725e-04
Loss = 1.6867e-02, PNorm = 321.2188, GNorm = 1.8445, lr_0 = 9.9725e-04
Validation prc-auc = 0.051945
Epoch 4240
Loss = 4.4107e-02, PNorm = 321.2512, GNorm = 2.0879, lr_0 = 9.9725e-04
Validation prc-auc = 0.030013
Epoch 4241
Loss = 2.9641e-02, PNorm = 321.2910, GNorm = 1.4109, lr_0 = 9.9725e-04
Validation prc-auc = 0.028020
Epoch 4242
Loss = 5.0933e-03, PNorm = 321.3175, GNorm = 0.4924, lr_0 = 9.9725e-04
Validation prc-auc = 0.033841
Epoch 4243
Loss = 4.1092e-02, PNorm = 321.3409, GNorm = 0.7871, lr_0 = 9.9725e-04
Validation prc-auc = 0.036111
Epoch 4244
Loss = 3.7847e-02, PNorm = 321.3727, GNorm = 1.0358, lr_0 = 9.9725e-04
Validation prc-auc = 0.033123
Epoch 4245
Loss = 1.9087e-02, PNorm = 321.4089, GNorm = 0.1941, lr_0 = 9.9725e-04
Validation prc-auc = 0.033518
Epoch 4246
Loss = 1.4348e-02, PNorm = 321.4395, GNorm = 0.4351, lr_0 = 9.9725e-04
Validation prc-auc = 0.037104
Epoch 4247
Loss = 4.5861e-03, PNorm = 321.4693, GNorm = 0.0492, lr_0 = 9.9725e-04
Validation prc-auc = 0.041402
Epoch 4248
Loss = 2.3091e-02, PNorm = 321.5203, GNorm = 0.1614, lr_0 = 9.9725e-04
Validation prc-auc = 0.039601
Epoch 4249
Loss = 5.5787e-04, PNorm = 321.5543, GNorm = 0.0255, lr_0 = 9.9725e-04
Loss = 2.7409e-02, PNorm = 321.5812, GNorm = 1.8591, lr_0 = 9.9725e-04
Validation prc-auc = 0.042991
Epoch 4250
Loss = 3.0869e-02, PNorm = 321.6188, GNorm = 0.4847, lr_0 = 9.9724e-04
Validation prc-auc = 0.044384
Epoch 4251
Loss = 3.2539e-02, PNorm = 321.6675, GNorm = 0.7161, lr_0 = 9.9724e-04
Validation prc-auc = 0.050279
Epoch 4252
Loss = 4.3250e-02, PNorm = 321.7124, GNorm = 2.3513, lr_0 = 9.9724e-04
Validation prc-auc = 0.049970
Epoch 4253
Loss = 8.0164e-02, PNorm = 321.7632, GNorm = 2.7931, lr_0 = 9.9724e-04
Validation prc-auc = 0.058573
Epoch 4254
Loss = 2.7029e-02, PNorm = 321.8192, GNorm = 2.0176, lr_0 = 9.9724e-04
Validation prc-auc = 0.057254
Epoch 4255
Loss = 2.8732e-03, PNorm = 321.8722, GNorm = 0.3105, lr_0 = 9.9724e-04
Validation prc-auc = 0.057181
Epoch 4256
Loss = 3.0749e-02, PNorm = 321.9085, GNorm = 0.7423, lr_0 = 9.9724e-04
Validation prc-auc = 0.039221
Epoch 4257
Loss = 4.3351e-02, PNorm = 321.9412, GNorm = 0.0644, lr_0 = 9.9724e-04
Validation prc-auc = 0.030103
Epoch 4258
Loss = 6.8731e-02, PNorm = 321.9769, GNorm = 0.7588, lr_0 = 9.9724e-04
Validation prc-auc = 0.035290
Epoch 4259
Loss = 7.0146e-03, PNorm = 322.0297, GNorm = 0.3367, lr_0 = 9.9724e-04
Loss = 4.6725e-02, PNorm = 322.0707, GNorm = 2.1560, lr_0 = 9.9724e-04
Validation prc-auc = 0.035888
Epoch 4260
Loss = 3.9577e-02, PNorm = 322.1096, GNorm = 2.0693, lr_0 = 9.9724e-04
Validation prc-auc = 0.038805
Epoch 4261
Loss = 1.1050e-02, PNorm = 322.1540, GNorm = 1.4648, lr_0 = 9.9724e-04
Validation prc-auc = 0.040221
Epoch 4262
Loss = 3.1190e-02, PNorm = 322.1799, GNorm = 0.0602, lr_0 = 9.9724e-04
Validation prc-auc = 0.040127
Epoch 4263
Loss = 1.5975e-02, PNorm = 322.2050, GNorm = 0.0649, lr_0 = 9.9724e-04
Validation prc-auc = 0.040223
Epoch 4264
Loss = 2.6255e-02, PNorm = 322.2453, GNorm = 0.0584, lr_0 = 9.9723e-04
Validation prc-auc = 0.043893
Epoch 4265
Loss = 1.5154e-02, PNorm = 322.2827, GNorm = 1.0140, lr_0 = 9.9723e-04
Validation prc-auc = 0.038348
Epoch 4266
Loss = 2.7665e-02, PNorm = 322.3010, GNorm = 3.0313, lr_0 = 9.9723e-04
Validation prc-auc = 0.042480
Epoch 4267
Loss = 2.4257e-02, PNorm = 322.3458, GNorm = 0.7406, lr_0 = 9.9723e-04
Validation prc-auc = 0.050419
Epoch 4268
Loss = 2.2392e-02, PNorm = 322.3901, GNorm = 0.5739, lr_0 = 9.9723e-04
Validation prc-auc = 0.036870
Epoch 4269
Loss = 3.1106e-01, PNorm = 322.4220, GNorm = 3.2058, lr_0 = 9.9723e-04
Loss = 4.2224e-02, PNorm = 322.4781, GNorm = 1.8001, lr_0 = 9.9723e-04
Validation prc-auc = 0.039203
Epoch 4270
Loss = 1.6606e-02, PNorm = 322.5327, GNorm = 0.7466, lr_0 = 9.9723e-04
Validation prc-auc = 0.034543
Epoch 4271
Loss = 4.4761e-02, PNorm = 322.5655, GNorm = 0.9402, lr_0 = 9.9723e-04
Validation prc-auc = 0.043348
Epoch 4272
Loss = 3.6041e-02, PNorm = 322.6057, GNorm = 1.6654, lr_0 = 9.9723e-04
Validation prc-auc = 0.035427
Epoch 4273
Loss = 1.9104e-02, PNorm = 322.6507, GNorm = 0.1701, lr_0 = 9.9723e-04
Validation prc-auc = 0.034062
Epoch 4274
Loss = 1.0534e-02, PNorm = 322.6903, GNorm = 0.4994, lr_0 = 9.9723e-04
Validation prc-auc = 0.035072
Epoch 4275
Loss = 1.1635e-01, PNorm = 322.7121, GNorm = 1.1793, lr_0 = 9.9723e-04
Validation prc-auc = 0.036410
Epoch 4276
Loss = 3.3223e-02, PNorm = 322.7507, GNorm = 1.5535, lr_0 = 9.9723e-04
Validation prc-auc = 0.035021
Epoch 4277
Loss = 2.6116e-02, PNorm = 322.8046, GNorm = 1.7462, lr_0 = 9.9722e-04
Validation prc-auc = 0.034236
Epoch 4278
Loss = 1.9064e-02, PNorm = 322.8553, GNorm = 1.1057, lr_0 = 9.9722e-04
Validation prc-auc = 0.036282
Epoch 4279
Loss = 2.1697e-03, PNorm = 322.9030, GNorm = 0.1547, lr_0 = 9.9722e-04
Loss = 3.2331e-02, PNorm = 322.9302, GNorm = 0.2809, lr_0 = 9.9722e-04
Validation prc-auc = 0.036426
Epoch 4280
Loss = 5.2407e-02, PNorm = 322.9682, GNorm = 0.3253, lr_0 = 9.9722e-04
Validation prc-auc = 0.038158
Epoch 4281
Loss = 2.0379e-02, PNorm = 323.0033, GNorm = 0.2481, lr_0 = 9.9722e-04
Validation prc-auc = 0.038325
Epoch 4282
Loss = 3.1202e-02, PNorm = 323.0291, GNorm = 0.8894, lr_0 = 9.9722e-04
Validation prc-auc = 0.038918
Epoch 4283
Loss = 6.3675e-02, PNorm = 323.0679, GNorm = 1.1126, lr_0 = 9.9722e-04
Validation prc-auc = 0.042487
Epoch 4284
Loss = 4.4359e-02, PNorm = 323.1257, GNorm = 1.0654, lr_0 = 9.9722e-04
Validation prc-auc = 0.045312
Epoch 4285
Loss = 3.5219e-02, PNorm = 323.1659, GNorm = 1.6182, lr_0 = 9.9722e-04
Validation prc-auc = 0.043513
Epoch 4286
Loss = 2.4280e-02, PNorm = 323.2013, GNorm = 1.2695, lr_0 = 9.9722e-04
Validation prc-auc = 0.032407
Epoch 4287
Loss = 1.1640e-01, PNorm = 323.2391, GNorm = 1.9757, lr_0 = 9.9722e-04
Validation prc-auc = 0.034586
Epoch 4288
Loss = 8.1534e-03, PNorm = 323.2913, GNorm = 0.5019, lr_0 = 9.9722e-04
Validation prc-auc = 0.039577
Epoch 4289
Loss = 1.4100e-01, PNorm = 323.3433, GNorm = 2.5829, lr_0 = 9.9722e-04
Loss = 9.1459e-03, PNorm = 323.3806, GNorm = 1.0229, lr_0 = 9.9722e-04
Validation prc-auc = 0.047837
Epoch 4290
Loss = 4.5602e-02, PNorm = 323.4150, GNorm = 0.1486, lr_0 = 9.9721e-04
Validation prc-auc = 0.046566
Epoch 4291
Loss = 3.1161e-02, PNorm = 323.4460, GNorm = 1.0075, lr_0 = 9.9721e-04
Validation prc-auc = 0.042791
Epoch 4292
Loss = 5.2934e-02, PNorm = 323.4784, GNorm = 1.5078, lr_0 = 9.9721e-04
Validation prc-auc = 0.039773
Epoch 4293
Loss = 2.8446e-02, PNorm = 323.5145, GNorm = 1.6154, lr_0 = 9.9721e-04
Validation prc-auc = 0.035905
Epoch 4294
Loss = 2.4491e-02, PNorm = 323.5421, GNorm = 2.1182, lr_0 = 9.9721e-04
Validation prc-auc = 0.044629
Epoch 4295
Loss = 1.5648e-02, PNorm = 323.5729, GNorm = 1.6205, lr_0 = 9.9721e-04
Validation prc-auc = 0.039643
Epoch 4296
Loss = 2.7122e-02, PNorm = 323.6119, GNorm = 1.5138, lr_0 = 9.9721e-04
Validation prc-auc = 0.034986
Epoch 4297
Loss = 7.6190e-03, PNorm = 323.6630, GNorm = 0.2842, lr_0 = 9.9721e-04
Validation prc-auc = 0.037163
Epoch 4298
Loss = 9.5693e-03, PNorm = 323.7114, GNorm = 0.6911, lr_0 = 9.9721e-04
Validation prc-auc = 0.039573
Epoch 4299
Loss = 5.3193e-02, PNorm = 323.7451, GNorm = 1.4108, lr_0 = 9.9721e-04
Loss = 2.1544e-02, PNorm = 323.7823, GNorm = 1.0700, lr_0 = 9.9721e-04
Validation prc-auc = 0.045312
Epoch 4300
Loss = 2.1450e-02, PNorm = 323.8148, GNorm = 0.9979, lr_0 = 9.9721e-04
Validation prc-auc = 0.048008
Epoch 4301
Loss = 4.3420e-02, PNorm = 323.8442, GNorm = 2.4136, lr_0 = 9.9721e-04
Validation prc-auc = 0.047041
Epoch 4302
Loss = 2.8633e-02, PNorm = 323.8835, GNorm = 0.1185, lr_0 = 9.9721e-04
Validation prc-auc = 0.048853
Epoch 4303
Loss = 5.5446e-03, PNorm = 323.9314, GNorm = 0.0281, lr_0 = 9.9721e-04
Validation prc-auc = 0.060149
Epoch 4304
Loss = 9.6087e-03, PNorm = 323.9494, GNorm = 1.1319, lr_0 = 9.9720e-04
Validation prc-auc = 0.057605
Epoch 4305
Loss = 5.5434e-02, PNorm = 323.9656, GNorm = 1.1088, lr_0 = 9.9720e-04
Validation prc-auc = 0.057015
Epoch 4306
Loss = 3.3829e-02, PNorm = 323.9970, GNorm = 1.1036, lr_0 = 9.9720e-04
Validation prc-auc = 0.051451
Epoch 4307
Loss = 5.3506e-02, PNorm = 324.0299, GNorm = 0.7926, lr_0 = 9.9720e-04
Validation prc-auc = 0.055031
Epoch 4308
Loss = 9.9149e-03, PNorm = 324.0716, GNorm = 0.0571, lr_0 = 9.9720e-04
Validation prc-auc = 0.048969
Epoch 4309
Loss = 1.9721e-01, PNorm = 324.1020, GNorm = 2.2578, lr_0 = 9.9720e-04
Loss = 4.4711e-02, PNorm = 324.1275, GNorm = 1.6983, lr_0 = 9.9720e-04
Validation prc-auc = 0.041110
Epoch 4310
Loss = 1.6104e-02, PNorm = 324.1720, GNorm = 0.0635, lr_0 = 9.9720e-04
Validation prc-auc = 0.037628
Epoch 4311
Loss = 4.1307e-02, PNorm = 324.2079, GNorm = 0.1548, lr_0 = 9.9720e-04
Validation prc-auc = 0.030760
Epoch 4312
Loss = 4.4586e-02, PNorm = 324.2449, GNorm = 1.2354, lr_0 = 9.9720e-04
Validation prc-auc = 0.041887
Epoch 4313
Loss = 3.0565e-02, PNorm = 324.2760, GNorm = 0.1206, lr_0 = 9.9720e-04
Validation prc-auc = 0.038958
Epoch 4314
Loss = 1.2571e-02, PNorm = 324.3036, GNorm = 0.7815, lr_0 = 9.9720e-04
Validation prc-auc = 0.030376
Epoch 4315
Loss = 1.1815e-02, PNorm = 324.3228, GNorm = 0.6638, lr_0 = 9.9720e-04
Validation prc-auc = 0.027440
Epoch 4316
Loss = 3.0648e-02, PNorm = 324.3485, GNorm = 0.4482, lr_0 = 9.9720e-04
Validation prc-auc = 0.034762
Epoch 4317
Loss = 4.6429e-02, PNorm = 324.3753, GNorm = 0.2416, lr_0 = 9.9719e-04
Validation prc-auc = 0.049612
Epoch 4318
Loss = 2.6821e-02, PNorm = 324.4204, GNorm = 0.3280, lr_0 = 9.9719e-04
Validation prc-auc = 0.052835
Epoch 4319
Loss = 2.4878e-03, PNorm = 324.4746, GNorm = 0.0812, lr_0 = 9.9719e-04
Loss = 4.2160e-02, PNorm = 324.5198, GNorm = 1.3886, lr_0 = 9.9719e-04
Validation prc-auc = 0.038865
Epoch 4320
Loss = 3.6967e-02, PNorm = 324.5746, GNorm = 1.6714, lr_0 = 9.9719e-04
Validation prc-auc = 0.038008
Epoch 4321
Loss = 2.0412e-02, PNorm = 324.6334, GNorm = 0.0292, lr_0 = 9.9719e-04
Validation prc-auc = 0.052257
Epoch 4322
Loss = 2.2251e-02, PNorm = 324.6750, GNorm = 1.8755, lr_0 = 9.9719e-04
Validation prc-auc = 0.059308
Epoch 4323
Loss = 2.3880e-02, PNorm = 324.6982, GNorm = 0.4915, lr_0 = 9.9719e-04
Validation prc-auc = 0.070971
Epoch 4324
Loss = 2.6761e-02, PNorm = 324.7290, GNorm = 1.6584, lr_0 = 9.9719e-04
Validation prc-auc = 0.055952
Epoch 4325
Loss = 1.4043e-02, PNorm = 324.7683, GNorm = 1.0535, lr_0 = 9.9719e-04
Validation prc-auc = 0.057838
Epoch 4326
Loss = 5.6854e-03, PNorm = 324.8013, GNorm = 0.0393, lr_0 = 9.9719e-04
Validation prc-auc = 0.068214
Epoch 4327
Loss = 5.7577e-02, PNorm = 324.8278, GNorm = 0.8314, lr_0 = 9.9719e-04
Validation prc-auc = 0.063289
Epoch 4328
Loss = 8.8723e-02, PNorm = 324.8650, GNorm = 1.0008, lr_0 = 9.9719e-04
Validation prc-auc = 0.056283
Epoch 4329
Loss = 4.7100e-02, PNorm = 324.9089, GNorm = 2.1706, lr_0 = 9.9719e-04
Loss = 3.8258e-02, PNorm = 324.9509, GNorm = 1.0405, lr_0 = 9.9719e-04
Validation prc-auc = 0.042887
Epoch 4330
Loss = 4.5134e-02, PNorm = 324.9930, GNorm = 0.0981, lr_0 = 9.9718e-04
Validation prc-auc = 0.041773
Epoch 4331
Loss = 1.7000e-02, PNorm = 325.0463, GNorm = 0.1693, lr_0 = 9.9718e-04
Validation prc-auc = 0.039229
Epoch 4332
Loss = 2.8596e-02, PNorm = 325.0813, GNorm = 0.8098, lr_0 = 9.9718e-04
Validation prc-auc = 0.040819
Epoch 4333
Loss = 6.1561e-02, PNorm = 325.1311, GNorm = 0.0644, lr_0 = 9.9718e-04
Validation prc-auc = 0.039798
Epoch 4334
Loss = 6.0293e-02, PNorm = 325.1920, GNorm = 0.3014, lr_0 = 9.9718e-04
Validation prc-auc = 0.045628
Epoch 4335
Loss = 4.0920e-02, PNorm = 325.2397, GNorm = 0.6600, lr_0 = 9.9718e-04
Validation prc-auc = 0.044544
Epoch 4336
Loss = 1.1454e-02, PNorm = 325.2808, GNorm = 0.5811, lr_0 = 9.9718e-04
Validation prc-auc = 0.041474
Epoch 4337
Loss = 1.7435e-02, PNorm = 325.3202, GNorm = 0.2154, lr_0 = 9.9718e-04
Validation prc-auc = 0.041845
Epoch 4338
Loss = 3.1670e-02, PNorm = 325.3589, GNorm = 1.0748, lr_0 = 9.9718e-04
Validation prc-auc = 0.040348
Epoch 4339
Loss = 1.5024e-02, PNorm = 325.3882, GNorm = 0.9183, lr_0 = 9.9718e-04
Loss = 1.2803e-02, PNorm = 325.4098, GNorm = 0.3221, lr_0 = 9.9718e-04
Validation prc-auc = 0.046580
Epoch 4340
Loss = 3.1644e-02, PNorm = 325.4315, GNorm = 0.8382, lr_0 = 9.9718e-04
Validation prc-auc = 0.047636
Epoch 4341
Loss = 2.0695e-02, PNorm = 325.4634, GNorm = 0.1648, lr_0 = 9.9718e-04
Validation prc-auc = 0.037414
Epoch 4342
Loss = 1.1994e-02, PNorm = 325.4973, GNorm = 0.6092, lr_0 = 9.9718e-04
Validation prc-auc = 0.038372
Epoch 4343
Loss = 3.7924e-02, PNorm = 325.5236, GNorm = 0.0587, lr_0 = 9.9717e-04
Validation prc-auc = 0.043408
Epoch 4344
Loss = 7.9157e-03, PNorm = 325.5555, GNorm = 0.2679, lr_0 = 9.9717e-04
Validation prc-auc = 0.041077
Epoch 4345
Loss = 9.0249e-03, PNorm = 325.5785, GNorm = 0.0403, lr_0 = 9.9717e-04
Validation prc-auc = 0.039286
Epoch 4346
Loss = 3.2435e-02, PNorm = 325.5924, GNorm = 1.6149, lr_0 = 9.9717e-04
Validation prc-auc = 0.040424
Epoch 4347
Loss = 5.5770e-03, PNorm = 325.6140, GNorm = 0.4024, lr_0 = 9.9717e-04
Validation prc-auc = 0.035043
Epoch 4348
Loss = 6.1725e-02, PNorm = 325.6424, GNorm = 2.5161, lr_0 = 9.9717e-04
Validation prc-auc = 0.038454
Epoch 4349
Loss = 5.1058e-04, PNorm = 325.6680, GNorm = 0.0141, lr_0 = 9.9717e-04
Loss = 1.6275e-02, PNorm = 325.6982, GNorm = 0.0884, lr_0 = 9.9717e-04
Validation prc-auc = 0.039249
Epoch 4350
Loss = 4.0775e-02, PNorm = 325.7395, GNorm = 0.3231, lr_0 = 9.9717e-04
Validation prc-auc = 0.039930
Epoch 4351
Loss = 4.8293e-02, PNorm = 325.7758, GNorm = 1.7130, lr_0 = 9.9717e-04
Validation prc-auc = 0.043105
Epoch 4352
Loss = 3.1198e-02, PNorm = 325.8219, GNorm = 1.2857, lr_0 = 9.9717e-04
Validation prc-auc = 0.040958
Epoch 4353
Loss = 3.3281e-02, PNorm = 325.8796, GNorm = 0.1146, lr_0 = 9.9717e-04
Validation prc-auc = 0.034125
Epoch 4354
Loss = 1.6830e-02, PNorm = 325.9113, GNorm = 0.8106, lr_0 = 9.9717e-04
Validation prc-auc = 0.030116
Epoch 4355
Loss = 3.2787e-02, PNorm = 325.9384, GNorm = 1.7804, lr_0 = 9.9717e-04
Validation prc-auc = 0.028963
Epoch 4356
Loss = 1.1118e-02, PNorm = 325.9791, GNorm = 0.5527, lr_0 = 9.9717e-04
Validation prc-auc = 0.035437
Epoch 4357
Loss = 4.8421e-02, PNorm = 326.0197, GNorm = 2.0065, lr_0 = 9.9716e-04
Validation prc-auc = 0.032920
Epoch 4358
Loss = 1.1443e-02, PNorm = 326.0545, GNorm = 0.7369, lr_0 = 9.9716e-04
Validation prc-auc = 0.032638
Epoch 4359
Loss = 6.6642e-02, PNorm = 326.0901, GNorm = 2.3203, lr_0 = 9.9716e-04
Loss = 6.2902e-02, PNorm = 326.1422, GNorm = 0.7657, lr_0 = 9.9716e-04
Validation prc-auc = 0.059789
Epoch 4360
Loss = 5.2415e-02, PNorm = 326.1951, GNorm = 0.2610, lr_0 = 9.9716e-04
Validation prc-auc = 0.060172
Epoch 4361
Loss = 2.6615e-02, PNorm = 326.2514, GNorm = 1.4509, lr_0 = 9.9716e-04
Validation prc-auc = 0.064077
Epoch 4362
Loss = 2.5623e-02, PNorm = 326.3004, GNorm = 0.9697, lr_0 = 9.9716e-04
Validation prc-auc = 0.065640
Epoch 4363
Loss = 8.1300e-02, PNorm = 326.3575, GNorm = 2.7145, lr_0 = 9.9716e-04
Validation prc-auc = 0.057298
Epoch 4364
Loss = 2.3658e-02, PNorm = 326.4018, GNorm = 0.0553, lr_0 = 9.9716e-04
Validation prc-auc = 0.055215
Epoch 4365
Loss = 3.5215e-02, PNorm = 326.4465, GNorm = 1.2903, lr_0 = 9.9716e-04
Validation prc-auc = 0.045124
Epoch 4366
Loss = 1.9461e-02, PNorm = 326.4797, GNorm = 1.8469, lr_0 = 9.9716e-04
Validation prc-auc = 0.044597
Epoch 4367
Loss = 1.8176e-02, PNorm = 326.5124, GNorm = 0.1642, lr_0 = 9.9716e-04
Validation prc-auc = 0.041695
Epoch 4368
Loss = 5.2060e-03, PNorm = 326.5571, GNorm = 0.1815, lr_0 = 9.9716e-04
Validation prc-auc = 0.040625
Epoch 4369
Loss = 1.9932e-02, PNorm = 326.5956, GNorm = 1.1771, lr_0 = 9.9716e-04
Loss = 3.5451e-02, PNorm = 326.6477, GNorm = 2.1884, lr_0 = 9.9715e-04
Validation prc-auc = 0.039774
Epoch 4370
Loss = 4.6063e-02, PNorm = 326.7011, GNorm = 0.0728, lr_0 = 9.9715e-04
Validation prc-auc = 0.036043
Epoch 4371
Loss = 6.9681e-02, PNorm = 326.7460, GNorm = 2.0328, lr_0 = 9.9715e-04
Validation prc-auc = 0.038200
Epoch 4372
Loss = 2.0935e-02, PNorm = 326.7992, GNorm = 0.6225, lr_0 = 9.9715e-04
Validation prc-auc = 0.038225
Epoch 4373
Loss = 6.7880e-02, PNorm = 326.8498, GNorm = 0.9600, lr_0 = 9.9715e-04
Validation prc-auc = 0.046555
Epoch 4374
Loss = 5.3360e-02, PNorm = 326.8991, GNorm = 0.7334, lr_0 = 9.9715e-04
Validation prc-auc = 0.048704
Epoch 4375
Loss = 5.4891e-02, PNorm = 326.9526, GNorm = 2.0713, lr_0 = 9.9715e-04
Validation prc-auc = 0.050476
Epoch 4376
Loss = 2.9728e-02, PNorm = 326.9868, GNorm = 0.1102, lr_0 = 9.9715e-04
Validation prc-auc = 0.052229
Epoch 4377
Loss = 2.9360e-02, PNorm = 327.0136, GNorm = 1.3392, lr_0 = 9.9715e-04
Validation prc-auc = 0.055385
Epoch 4378
Loss = 1.1041e-02, PNorm = 327.0514, GNorm = 0.3378, lr_0 = 9.9715e-04
Validation prc-auc = 0.058363
Epoch 4379
Loss = 2.1514e-02, PNorm = 327.0838, GNorm = 1.1045, lr_0 = 9.9715e-04
Loss = 1.9509e-02, PNorm = 327.1071, GNorm = 1.1968, lr_0 = 9.9715e-04
Validation prc-auc = 0.058505
Epoch 4380
Loss = 1.5989e-02, PNorm = 327.1357, GNorm = 0.3304, lr_0 = 9.9715e-04
Validation prc-auc = 0.059026
Epoch 4381
Loss = 7.4618e-02, PNorm = 327.1604, GNorm = 1.1456, lr_0 = 9.9715e-04
Validation prc-auc = 0.045142
Epoch 4382
Loss = 1.3438e-02, PNorm = 327.1882, GNorm = 1.3272, lr_0 = 9.9715e-04
Validation prc-auc = 0.043938
Epoch 4383
Loss = 2.6049e-02, PNorm = 327.2144, GNorm = 0.7643, lr_0 = 9.9714e-04
Validation prc-auc = 0.047488
Epoch 4384
Loss = 3.6078e-02, PNorm = 327.2333, GNorm = 1.1635, lr_0 = 9.9714e-04
Validation prc-auc = 0.042436
Epoch 4385
Loss = 2.6877e-02, PNorm = 327.2489, GNorm = 0.3064, lr_0 = 9.9714e-04
Validation prc-auc = 0.043266
Epoch 4386
Loss = 9.2574e-03, PNorm = 327.2717, GNorm = 0.0673, lr_0 = 9.9714e-04
Validation prc-auc = 0.046537
Epoch 4387
Loss = 2.3346e-02, PNorm = 327.2978, GNorm = 0.1076, lr_0 = 9.9714e-04
Validation prc-auc = 0.044152
Epoch 4388
Loss = 2.9519e-02, PNorm = 327.3328, GNorm = 0.8464, lr_0 = 9.9714e-04
Validation prc-auc = 0.039488
Epoch 4389
Loss = 6.0140e-03, PNorm = 327.3729, GNorm = 0.4133, lr_0 = 9.9714e-04
Loss = 3.8525e-02, PNorm = 327.4109, GNorm = 0.2285, lr_0 = 9.9714e-04
Validation prc-auc = 0.042977
Epoch 4390
Loss = 2.9690e-02, PNorm = 327.4429, GNorm = 2.7546, lr_0 = 9.9714e-04
Validation prc-auc = 0.045207
Epoch 4391
Loss = 3.1363e-02, PNorm = 327.4742, GNorm = 1.7369, lr_0 = 9.9714e-04
Validation prc-auc = 0.042726
Epoch 4392
Loss = 2.3429e-02, PNorm = 327.5072, GNorm = 0.6976, lr_0 = 9.9714e-04
Validation prc-auc = 0.045131
Epoch 4393
Loss = 1.1393e-02, PNorm = 327.5390, GNorm = 0.5033, lr_0 = 9.9714e-04
Validation prc-auc = 0.044514
Epoch 4394
Loss = 3.0267e-03, PNorm = 327.5669, GNorm = 0.2562, lr_0 = 9.9714e-04
Validation prc-auc = 0.040934
Epoch 4395
Loss = 2.3328e-02, PNorm = 327.5830, GNorm = 0.6826, lr_0 = 9.9714e-04
Validation prc-auc = 0.042947
Epoch 4396
Loss = 5.3609e-03, PNorm = 327.5972, GNorm = 0.1368, lr_0 = 9.9714e-04
Validation prc-auc = 0.042664
Epoch 4397
Loss = 4.0004e-03, PNorm = 327.6055, GNorm = 0.1049, lr_0 = 9.9713e-04
Validation prc-auc = 0.041624
Epoch 4398
Loss = 2.1762e-03, PNorm = 327.6163, GNorm = 0.1903, lr_0 = 9.9713e-04
Validation prc-auc = 0.041393
Epoch 4399
Loss = 1.0332e-02, PNorm = 327.6297, GNorm = 0.4700, lr_0 = 9.9713e-04
Loss = 7.2280e-03, PNorm = 327.6418, GNorm = 0.3360, lr_0 = 9.9713e-04
Validation prc-auc = 0.042141
Epoch 4400
Loss = 4.5836e-02, PNorm = 327.6585, GNorm = 0.9496, lr_0 = 9.9713e-04
Validation prc-auc = 0.048208
Epoch 4401
Loss = 4.4456e-03, PNorm = 327.6911, GNorm = 0.6244, lr_0 = 9.9713e-04
Validation prc-auc = 0.045894
Epoch 4402
Loss = 2.4434e-02, PNorm = 327.7163, GNorm = 0.9592, lr_0 = 9.9713e-04
Validation prc-auc = 0.041325
Epoch 4403
Loss = 2.2240e-02, PNorm = 327.7431, GNorm = 0.2910, lr_0 = 9.9713e-04
Validation prc-auc = 0.041404
Epoch 4404
Loss = 1.4112e-01, PNorm = 327.7774, GNorm = 2.9252, lr_0 = 9.9713e-04
Validation prc-auc = 0.044907
Epoch 4405
Loss = 1.6414e-02, PNorm = 327.8208, GNorm = 0.5511, lr_0 = 9.9713e-04
Validation prc-auc = 0.044449
Epoch 4406
Loss = 6.4589e-02, PNorm = 327.8712, GNorm = 3.6509, lr_0 = 9.9713e-04
Validation prc-auc = 0.036633
Epoch 4407
Loss = 5.9961e-02, PNorm = 327.9138, GNorm = 0.4771, lr_0 = 9.9713e-04
Validation prc-auc = 0.037890
Epoch 4408
Loss = 3.2537e-02, PNorm = 327.9384, GNorm = 2.2629, lr_0 = 9.9713e-04
Validation prc-auc = 0.037667
Epoch 4409
Loss = 2.2391e-02, PNorm = 327.9646, GNorm = 1.3317, lr_0 = 9.9713e-04
Loss = 3.9091e-02, PNorm = 327.9935, GNorm = 0.6238, lr_0 = 9.9712e-04
Validation prc-auc = 0.039519
Epoch 4410
Loss = 4.4500e-02, PNorm = 328.0188, GNorm = 0.9638, lr_0 = 9.9712e-04
Validation prc-auc = 0.040359
Epoch 4411
Loss = 1.2018e-02, PNorm = 328.0608, GNorm = 0.1871, lr_0 = 9.9712e-04
Validation prc-auc = 0.036014
Epoch 4412
Loss = 5.6271e-03, PNorm = 328.0910, GNorm = 0.5130, lr_0 = 9.9712e-04
Validation prc-auc = 0.046709
Epoch 4413
Loss = 2.2771e-02, PNorm = 328.1114, GNorm = 0.1407, lr_0 = 9.9712e-04
Validation prc-auc = 0.050041
Epoch 4414
Loss = 3.2124e-02, PNorm = 328.1317, GNorm = 0.7607, lr_0 = 9.9712e-04
Validation prc-auc = 0.051385
Epoch 4415
Loss = 3.7871e-02, PNorm = 328.1789, GNorm = 2.0220, lr_0 = 9.9712e-04
Validation prc-auc = 0.052943
Epoch 4416
Loss = 9.0929e-03, PNorm = 328.2293, GNorm = 0.5489, lr_0 = 9.9712e-04
Validation prc-auc = 0.056633
Epoch 4417
Loss = 7.8556e-03, PNorm = 328.2541, GNorm = 0.0609, lr_0 = 9.9712e-04
Validation prc-auc = 0.059530
Epoch 4418
Loss = 1.8901e-02, PNorm = 328.2785, GNorm = 0.7034, lr_0 = 9.9712e-04
Validation prc-auc = 0.064046
Epoch 4419
Loss = 1.4100e-03, PNorm = 328.3132, GNorm = 0.0663, lr_0 = 9.9712e-04
Loss = 3.0046e-02, PNorm = 328.3417, GNorm = 0.1349, lr_0 = 9.9712e-04
Validation prc-auc = 0.073991
Epoch 4420
Loss = 1.7813e-02, PNorm = 328.3796, GNorm = 1.1965, lr_0 = 9.9712e-04
Validation prc-auc = 0.066523
Epoch 4421
Loss = 2.1542e-02, PNorm = 328.4127, GNorm = 0.8338, lr_0 = 9.9712e-04
Validation prc-auc = 0.069013
Epoch 4422
Loss = 2.3594e-02, PNorm = 328.4389, GNorm = 0.0641, lr_0 = 9.9712e-04
Validation prc-auc = 0.060509
Epoch 4423
Loss = 5.2518e-02, PNorm = 328.4634, GNorm = 0.4151, lr_0 = 9.9711e-04
Validation prc-auc = 0.057006
Epoch 4424
Loss = 4.8033e-02, PNorm = 328.4893, GNorm = 0.1014, lr_0 = 9.9711e-04
Validation prc-auc = 0.059862
Epoch 4425
Loss = 6.0334e-02, PNorm = 328.5321, GNorm = 0.1499, lr_0 = 9.9711e-04
Validation prc-auc = 0.051314
Epoch 4426
Loss = 2.0132e-02, PNorm = 328.5957, GNorm = 0.0392, lr_0 = 9.9711e-04
Validation prc-auc = 0.057527
Epoch 4427
Loss = 3.3082e-02, PNorm = 328.6354, GNorm = 1.0183, lr_0 = 9.9711e-04
Validation prc-auc = 0.048575
Epoch 4428
Loss = 3.1367e-02, PNorm = 328.6707, GNorm = 1.8356, lr_0 = 9.9711e-04
Validation prc-auc = 0.043995
Epoch 4429
Loss = 5.9914e-02, PNorm = 328.7166, GNorm = 2.4343, lr_0 = 9.9711e-04
Loss = 2.0020e-02, PNorm = 328.7625, GNorm = 0.0653, lr_0 = 9.9711e-04
Validation prc-auc = 0.047205
Epoch 4430
Loss = 2.5194e-02, PNorm = 328.7923, GNorm = 0.0533, lr_0 = 9.9711e-04
Validation prc-auc = 0.040587
Epoch 4431
Loss = 5.2727e-02, PNorm = 328.8248, GNorm = 0.3070, lr_0 = 9.9711e-04
Validation prc-auc = 0.037480
Epoch 4432
Loss = 4.2472e-02, PNorm = 328.8833, GNorm = 0.0246, lr_0 = 9.9711e-04
Validation prc-auc = 0.035208
Epoch 4433
Loss = 2.9776e-02, PNorm = 328.9275, GNorm = 1.3682, lr_0 = 9.9711e-04
Validation prc-auc = 0.034341
Epoch 4434
Loss = 2.3623e-02, PNorm = 328.9717, GNorm = 1.3833, lr_0 = 9.9711e-04
Validation prc-auc = 0.044923
Epoch 4435
Loss = 4.1358e-02, PNorm = 329.0085, GNorm = 0.6809, lr_0 = 9.9711e-04
Validation prc-auc = 0.044133
Epoch 4436
Loss = 1.3154e-02, PNorm = 329.0352, GNorm = 0.1578, lr_0 = 9.9710e-04
Validation prc-auc = 0.044579
Epoch 4437
Loss = 5.1706e-03, PNorm = 329.0655, GNorm = 0.0170, lr_0 = 9.9710e-04
Validation prc-auc = 0.042741
Epoch 4438
Loss = 6.5225e-02, PNorm = 329.0939, GNorm = 0.9420, lr_0 = 9.9710e-04
Validation prc-auc = 0.043017
Epoch 4439
Loss = 2.6555e-02, PNorm = 329.1402, GNorm = 1.3272, lr_0 = 9.9710e-04
Loss = 4.5768e-02, PNorm = 329.1953, GNorm = 0.3157, lr_0 = 9.9710e-04
Validation prc-auc = 0.038024
Epoch 4440
Loss = 2.2991e-02, PNorm = 329.2277, GNorm = 0.3276, lr_0 = 9.9710e-04
Validation prc-auc = 0.037019
Epoch 4441
Loss = 1.5384e-02, PNorm = 329.2456, GNorm = 0.1642, lr_0 = 9.9710e-04
Validation prc-auc = 0.040402
Epoch 4442
Loss = 1.0596e-02, PNorm = 329.2646, GNorm = 0.5034, lr_0 = 9.9710e-04
Validation prc-auc = 0.043597
Epoch 4443
Loss = 3.6569e-02, PNorm = 329.2817, GNorm = 0.2379, lr_0 = 9.9710e-04
Validation prc-auc = 0.037199
Epoch 4444
Loss = 2.4145e-02, PNorm = 329.3169, GNorm = 0.0279, lr_0 = 9.9710e-04
Validation prc-auc = 0.042283
Epoch 4445
Loss = 7.5150e-03, PNorm = 329.3473, GNorm = 0.1108, lr_0 = 9.9710e-04
Validation prc-auc = 0.043945
Epoch 4446
Loss = 1.0785e-01, PNorm = 329.3697, GNorm = 2.0548, lr_0 = 9.9710e-04
Validation prc-auc = 0.040690
Epoch 4447
Loss = 7.8300e-03, PNorm = 329.3989, GNorm = 0.4021, lr_0 = 9.9710e-04
Validation prc-auc = 0.040983
Epoch 4448
Loss = 7.1708e-02, PNorm = 329.4467, GNorm = 1.6619, lr_0 = 9.9710e-04
Validation prc-auc = 0.036459
Epoch 4449
Loss = 1.9695e-02, PNorm = 329.4967, GNorm = 0.7632, lr_0 = 9.9710e-04
Loss = 1.4134e-02, PNorm = 329.5252, GNorm = 0.4132, lr_0 = 9.9709e-04
Validation prc-auc = 0.037886
Epoch 4450
Loss = 4.2274e-02, PNorm = 329.5381, GNorm = 2.0584, lr_0 = 9.9709e-04
Validation prc-auc = 0.043369
Epoch 4451
Loss = 3.1372e-02, PNorm = 329.5837, GNorm = 1.6698, lr_0 = 9.9709e-04
Validation prc-auc = 0.039872
Epoch 4452
Loss = 2.4482e-02, PNorm = 329.6172, GNorm = 0.2015, lr_0 = 9.9709e-04
Validation prc-auc = 0.037833
Epoch 4453
Loss = 2.0480e-02, PNorm = 329.6370, GNorm = 0.2084, lr_0 = 9.9709e-04
Validation prc-auc = 0.037013
Epoch 4454
Loss = 3.2338e-02, PNorm = 329.6634, GNorm = 0.7517, lr_0 = 9.9709e-04
Validation prc-auc = 0.041053
Epoch 4455
Loss = 3.8504e-02, PNorm = 329.6919, GNorm = 1.3596, lr_0 = 9.9709e-04
Validation prc-auc = 0.042733
Epoch 4456
Loss = 1.2330e-02, PNorm = 329.7220, GNorm = 0.6430, lr_0 = 9.9709e-04
Validation prc-auc = 0.044846
Epoch 4457
Loss = 1.6816e-02, PNorm = 329.7596, GNorm = 0.0512, lr_0 = 9.9709e-04
Validation prc-auc = 0.044605
Epoch 4458
Loss = 1.8329e-02, PNorm = 329.7940, GNorm = 1.1682, lr_0 = 9.9709e-04
Validation prc-auc = 0.045487
Epoch 4459
Loss = 9.7083e-03, PNorm = 329.8245, GNorm = 0.6695, lr_0 = 9.9709e-04
Loss = 2.8601e-02, PNorm = 329.8567, GNorm = 2.0813, lr_0 = 9.9709e-04
Validation prc-auc = 0.045494
Epoch 4460
Loss = 2.1816e-02, PNorm = 329.8902, GNorm = 0.0109, lr_0 = 9.9709e-04
Validation prc-auc = 0.047747
Epoch 4461
Loss = 1.3941e-02, PNorm = 329.9101, GNorm = 0.6790, lr_0 = 9.9709e-04
Validation prc-auc = 0.063143
Epoch 4462
Loss = 1.6898e-02, PNorm = 329.9254, GNorm = 0.0991, lr_0 = 9.9708e-04
Validation prc-auc = 0.065969
Epoch 4463
Loss = 2.4310e-02, PNorm = 329.9495, GNorm = 1.3275, lr_0 = 9.9708e-04
Validation prc-auc = 0.070348
Epoch 4464
Loss = 4.6240e-02, PNorm = 329.9717, GNorm = 1.7588, lr_0 = 9.9708e-04
Validation prc-auc = 0.060287
Epoch 4465
Loss = 1.8637e-02, PNorm = 329.9884, GNorm = 0.7928, lr_0 = 9.9708e-04
Validation prc-auc = 0.046371
Epoch 4466
Loss = 2.4265e-02, PNorm = 330.0153, GNorm = 2.1045, lr_0 = 9.9708e-04
Validation prc-auc = 0.054389
Epoch 4467
Loss = 9.6403e-03, PNorm = 330.0429, GNorm = 0.7051, lr_0 = 9.9708e-04
Validation prc-auc = 0.053910
Epoch 4468
Loss = 5.0591e-03, PNorm = 330.0739, GNorm = 0.2040, lr_0 = 9.9708e-04
Validation prc-auc = 0.055396
Epoch 4469
Loss = 4.2387e-04, PNorm = 330.1023, GNorm = 0.0120, lr_0 = 9.9708e-04
Loss = 2.9048e-02, PNorm = 330.1297, GNorm = 0.1671, lr_0 = 9.9708e-04
Validation prc-auc = 0.050107
Epoch 4470
Loss = 3.0361e-02, PNorm = 330.1549, GNorm = 0.5555, lr_0 = 9.9708e-04
Validation prc-auc = 0.043055
Epoch 4471
Loss = 1.7983e-02, PNorm = 330.1953, GNorm = 0.1362, lr_0 = 9.9708e-04
Validation prc-auc = 0.040783
Epoch 4472
Loss = 1.1376e-02, PNorm = 330.2226, GNorm = 0.4530, lr_0 = 9.9708e-04
Validation prc-auc = 0.041029
Epoch 4473
Loss = 1.3092e-02, PNorm = 330.2432, GNorm = 0.1931, lr_0 = 9.9708e-04
Validation prc-auc = 0.044100
Epoch 4474
Loss = 2.6270e-02, PNorm = 330.2707, GNorm = 0.4163, lr_0 = 9.9708e-04
Validation prc-auc = 0.053342
Epoch 4475
Loss = 2.2775e-02, PNorm = 330.2928, GNorm = 2.2349, lr_0 = 9.9708e-04
Validation prc-auc = 0.058811
Epoch 4476
Loss = 4.5830e-02, PNorm = 330.3191, GNorm = 0.5698, lr_0 = 9.9707e-04
Validation prc-auc = 0.054126
Epoch 4477
Loss = 5.0289e-03, PNorm = 330.3637, GNorm = 0.3255, lr_0 = 9.9707e-04
Validation prc-auc = 0.050781
Epoch 4478
Loss = 1.0682e-02, PNorm = 330.3959, GNorm = 0.3279, lr_0 = 9.9707e-04
Validation prc-auc = 0.043624
Epoch 4479
Loss = 1.0888e-03, PNorm = 330.4162, GNorm = 0.0357, lr_0 = 9.9707e-04
Loss = 4.8682e-02, PNorm = 330.4516, GNorm = 1.1349, lr_0 = 9.9707e-04
Validation prc-auc = 0.042235
Epoch 4480
Loss = 2.4879e-02, PNorm = 330.5057, GNorm = 1.0252, lr_0 = 9.9707e-04
Validation prc-auc = 0.044425
Epoch 4481
Loss = 2.9803e-02, PNorm = 330.5380, GNorm = 1.6254, lr_0 = 9.9707e-04
Validation prc-auc = 0.046180
Epoch 4482
Loss = 4.2857e-02, PNorm = 330.5623, GNorm = 0.0343, lr_0 = 9.9707e-04
Validation prc-auc = 0.043302
Epoch 4483
Loss = 4.1522e-02, PNorm = 330.6054, GNorm = 0.2668, lr_0 = 9.9707e-04
Validation prc-auc = 0.041408
Epoch 4484
Loss = 3.3292e-02, PNorm = 330.6452, GNorm = 0.8927, lr_0 = 9.9707e-04
Validation prc-auc = 0.039934
Epoch 4485
Loss = 1.7027e-02, PNorm = 330.6708, GNorm = 1.2329, lr_0 = 9.9707e-04
Validation prc-auc = 0.039564
Epoch 4486
Loss = 3.1277e-02, PNorm = 330.6969, GNorm = 0.0608, lr_0 = 9.9707e-04
Validation prc-auc = 0.039477
Epoch 4487
Loss = 9.7727e-03, PNorm = 330.7197, GNorm = 0.1278, lr_0 = 9.9707e-04
Validation prc-auc = 0.035988
Epoch 4488
Loss = 5.3162e-03, PNorm = 330.7431, GNorm = 0.0842, lr_0 = 9.9707e-04
Validation prc-auc = 0.035984
Epoch 4489
Loss = 3.0303e-02, PNorm = 330.7777, GNorm = 0.8450, lr_0 = 9.9707e-04
Loss = 3.9465e-02, PNorm = 330.8142, GNorm = 2.3765, lr_0 = 9.9706e-04
Validation prc-auc = 0.040051
Epoch 4490
Loss = 1.7473e-02, PNorm = 330.8469, GNorm = 0.4470, lr_0 = 9.9706e-04
Validation prc-auc = 0.038072
Epoch 4491
Loss = 5.4351e-02, PNorm = 330.8964, GNorm = 1.4941, lr_0 = 9.9706e-04
Validation prc-auc = 0.044176
Epoch 4492
Loss = 2.0511e-02, PNorm = 330.9328, GNorm = 0.2739, lr_0 = 9.9706e-04
Validation prc-auc = 0.046524
Epoch 4493
Loss = 4.8149e-02, PNorm = 330.9772, GNorm = 0.0929, lr_0 = 9.9706e-04
Validation prc-auc = 0.046775
Epoch 4494
Loss = 2.2486e-02, PNorm = 331.0157, GNorm = 2.4790, lr_0 = 9.9706e-04
Validation prc-auc = 0.043622
Epoch 4495
Loss = 2.4499e-02, PNorm = 331.0441, GNorm = 1.2443, lr_0 = 9.9706e-04
Validation prc-auc = 0.042773
Epoch 4496
Loss = 3.0889e-03, PNorm = 331.0907, GNorm = 0.0747, lr_0 = 9.9706e-04
Validation prc-auc = 0.038851
Epoch 4497
Loss = 5.4211e-02, PNorm = 331.1237, GNorm = 1.2459, lr_0 = 9.9706e-04
Validation prc-auc = 0.042045
Epoch 4498
Loss = 7.6888e-03, PNorm = 331.1486, GNorm = 0.7113, lr_0 = 9.9706e-04
Validation prc-auc = 0.043734
Epoch 4499
Loss = 3.6396e-02, PNorm = 331.1742, GNorm = 1.4711, lr_0 = 9.9706e-04
Loss = 2.6516e-02, PNorm = 331.2020, GNorm = 1.9843, lr_0 = 9.9706e-04
Validation prc-auc = 0.042349
Epoch 4500
Loss = 1.0204e-02, PNorm = 331.2461, GNorm = 0.3032, lr_0 = 9.9706e-04
Validation prc-auc = 0.042156
Epoch 4501
Loss = 3.6919e-02, PNorm = 331.2730, GNorm = 0.2572, lr_0 = 9.9706e-04
Validation prc-auc = 0.049063
Epoch 4502
Loss = 9.4488e-03, PNorm = 331.2957, GNorm = 0.2741, lr_0 = 9.9705e-04
Validation prc-auc = 0.051585
Epoch 4503
Loss = 2.7807e-02, PNorm = 331.3184, GNorm = 0.1925, lr_0 = 9.9705e-04
Validation prc-auc = 0.044858
Epoch 4504
Loss = 2.3260e-02, PNorm = 331.3534, GNorm = 0.0478, lr_0 = 9.9705e-04
Validation prc-auc = 0.045166
Epoch 4505
Loss = 4.0028e-02, PNorm = 331.3902, GNorm = 1.3951, lr_0 = 9.9705e-04
Validation prc-auc = 0.048725
Epoch 4506
Loss = 6.7432e-03, PNorm = 331.4227, GNorm = 0.7317, lr_0 = 9.9705e-04
Validation prc-auc = 0.044131
Epoch 4507
Loss = 4.5298e-02, PNorm = 331.4712, GNorm = 1.4198, lr_0 = 9.9705e-04
Validation prc-auc = 0.041284
Epoch 4508
Loss = 3.8608e-02, PNorm = 331.4963, GNorm = 1.9616, lr_0 = 9.9705e-04
Validation prc-auc = 0.037861
Epoch 4509
Loss = 1.2583e-01, PNorm = 331.5338, GNorm = 1.3844, lr_0 = 9.9705e-04
Loss = 4.3157e-02, PNorm = 331.5699, GNorm = 2.4737, lr_0 = 9.9705e-04
Validation prc-auc = 0.037388
Epoch 4510
Loss = 4.0230e-02, PNorm = 331.6245, GNorm = 0.3139, lr_0 = 9.9705e-04
Validation prc-auc = 0.041596
Epoch 4511
Loss = 2.7965e-02, PNorm = 331.6733, GNorm = 1.5699, lr_0 = 9.9705e-04
Validation prc-auc = 0.043906
Epoch 4512
Loss = 3.8415e-02, PNorm = 331.7059, GNorm = 2.6410, lr_0 = 9.9705e-04
Validation prc-auc = 0.050059
Epoch 4513
Loss = 1.2588e-02, PNorm = 331.7305, GNorm = 1.4752, lr_0 = 9.9705e-04
Validation prc-auc = 0.044381
Epoch 4514
Loss = 4.3336e-02, PNorm = 331.7496, GNorm = 1.9493, lr_0 = 9.9705e-04
Validation prc-auc = 0.045816
Epoch 4515
Loss = 1.3794e-02, PNorm = 331.7836, GNorm = 1.0418, lr_0 = 9.9705e-04
Validation prc-auc = 0.047127
Epoch 4516
Loss = 1.6624e-02, PNorm = 331.8224, GNorm = 0.0556, lr_0 = 9.9704e-04
Validation prc-auc = 0.038612
Epoch 4517
Loss = 3.2224e-03, PNorm = 331.8628, GNorm = 0.1545, lr_0 = 9.9704e-04
Validation prc-auc = 0.034479
Epoch 4518
Loss = 5.0865e-02, PNorm = 331.8937, GNorm = 0.1042, lr_0 = 9.9704e-04
Validation prc-auc = 0.033022
Epoch 4519
Loss = 5.6645e-03, PNorm = 331.9187, GNorm = 0.2791, lr_0 = 9.9704e-04
Loss = 3.6198e-02, PNorm = 331.9494, GNorm = 0.9426, lr_0 = 9.9704e-04
Validation prc-auc = 0.035388
Epoch 4520
Loss = 2.6434e-02, PNorm = 331.9834, GNorm = 0.2172, lr_0 = 9.9704e-04
Validation prc-auc = 0.034926
Epoch 4521
Loss = 3.7610e-02, PNorm = 332.0098, GNorm = 0.2430, lr_0 = 9.9704e-04
Validation prc-auc = 0.040973
Epoch 4522
Loss = 1.2294e-02, PNorm = 332.0543, GNorm = 0.0230, lr_0 = 9.9704e-04
Validation prc-auc = 0.051306
Epoch 4523
Loss = 5.6111e-02, PNorm = 332.0806, GNorm = 2.1224, lr_0 = 9.9704e-04
Validation prc-auc = 0.046285
Epoch 4524
Loss = 4.0311e-02, PNorm = 332.1076, GNorm = 0.9085, lr_0 = 9.9704e-04
Validation prc-auc = 0.046318
Epoch 4525
Loss = 1.2174e-02, PNorm = 332.1441, GNorm = 0.1367, lr_0 = 9.9704e-04
Validation prc-auc = 0.046687
Epoch 4526
Loss = 5.7378e-03, PNorm = 332.1792, GNorm = 0.2106, lr_0 = 9.9704e-04
Validation prc-auc = 0.044087
Epoch 4527
Loss = 6.9997e-02, PNorm = 332.2198, GNorm = 0.3331, lr_0 = 9.9704e-04
Validation prc-auc = 0.044066
Epoch 4528
Loss = 1.1002e-01, PNorm = 332.2627, GNorm = 1.8365, lr_0 = 9.9704e-04
Validation prc-auc = 0.041968
Epoch 4529
Loss = 1.0269e-01, PNorm = 332.3039, GNorm = 1.7538, lr_0 = 9.9703e-04
Loss = 1.8281e-02, PNorm = 332.3437, GNorm = 0.8215, lr_0 = 9.9703e-04
Validation prc-auc = 0.037437
Epoch 4530
Loss = 2.0930e-02, PNorm = 332.3733, GNorm = 0.0768, lr_0 = 9.9703e-04
Validation prc-auc = 0.041974
Epoch 4531
Loss = 2.7144e-02, PNorm = 332.3921, GNorm = 0.0714, lr_0 = 9.9703e-04
Validation prc-auc = 0.042935
Epoch 4532
Loss = 1.6037e-02, PNorm = 332.4161, GNorm = 0.0814, lr_0 = 9.9703e-04
Validation prc-auc = 0.043008
Epoch 4533
Loss = 2.2107e-02, PNorm = 332.4619, GNorm = 0.3729, lr_0 = 9.9703e-04
Validation prc-auc = 0.051076
Epoch 4534
Loss = 1.4580e-02, PNorm = 332.4960, GNorm = 0.6309, lr_0 = 9.9703e-04
Validation prc-auc = 0.049374
Epoch 4535
Loss = 2.3997e-02, PNorm = 332.5358, GNorm = 0.2370, lr_0 = 9.9703e-04
Validation prc-auc = 0.047372
Epoch 4536
Loss = 1.4445e-02, PNorm = 332.5852, GNorm = 1.3635, lr_0 = 9.9703e-04
Validation prc-auc = 0.043264
Epoch 4537
Loss = 4.3517e-02, PNorm = 332.6138, GNorm = 0.6684, lr_0 = 9.9703e-04
Validation prc-auc = 0.049731
Epoch 4538
Loss = 3.5777e-03, PNorm = 332.6376, GNorm = 0.1551, lr_0 = 9.9703e-04
Validation prc-auc = 0.046818
Epoch 4539
Loss = 1.6967e-03, PNorm = 332.6610, GNorm = 0.0740, lr_0 = 9.9703e-04
Loss = 4.0340e-02, PNorm = 332.6792, GNorm = 1.6923, lr_0 = 9.9703e-04
Validation prc-auc = 0.051005
Epoch 4540
Loss = 2.8647e-02, PNorm = 332.7231, GNorm = 1.4962, lr_0 = 9.9703e-04
Validation prc-auc = 0.041509
Epoch 4541
Loss = 3.0079e-02, PNorm = 332.7575, GNorm = 0.8765, lr_0 = 9.9703e-04
Validation prc-auc = 0.041839
Epoch 4542
Loss = 1.8298e-02, PNorm = 332.7923, GNorm = 0.0702, lr_0 = 9.9702e-04
Validation prc-auc = 0.040780
Epoch 4543
Loss = 6.7154e-02, PNorm = 332.8285, GNorm = 0.2382, lr_0 = 9.9702e-04
Validation prc-auc = 0.039792
Epoch 4544
Loss = 1.6300e-02, PNorm = 332.8713, GNorm = 0.5385, lr_0 = 9.9702e-04
Validation prc-auc = 0.037657
Epoch 4545
Loss = 1.0356e-02, PNorm = 332.9119, GNorm = 0.3916, lr_0 = 9.9702e-04
Validation prc-auc = 0.042131
Epoch 4546
Loss = 1.5191e-02, PNorm = 332.9413, GNorm = 0.1564, lr_0 = 9.9702e-04
Validation prc-auc = 0.052985
Epoch 4547
Loss = 7.4349e-03, PNorm = 332.9769, GNorm = 0.5515, lr_0 = 9.9702e-04
Validation prc-auc = 0.056292
Epoch 4548
Loss = 1.2643e-02, PNorm = 332.9995, GNorm = 1.0332, lr_0 = 9.9702e-04
Validation prc-auc = 0.052690
Epoch 4549
Loss = 3.8143e-02, PNorm = 333.0282, GNorm = 1.7498, lr_0 = 9.9702e-04
Loss = 3.2191e-02, PNorm = 333.0607, GNorm = 1.2262, lr_0 = 9.9702e-04
Validation prc-auc = 0.054200
Epoch 4550
Loss = 1.7910e-02, PNorm = 333.0975, GNorm = 0.0823, lr_0 = 9.9702e-04
Validation prc-auc = 0.061056
Epoch 4551
Loss = 8.6561e-03, PNorm = 333.1325, GNorm = 0.1302, lr_0 = 9.9702e-04
Validation prc-auc = 0.061582
Epoch 4552
Loss = 1.3650e-02, PNorm = 333.1551, GNorm = 1.2171, lr_0 = 9.9702e-04
Validation prc-auc = 0.058981
Epoch 4553
Loss = 1.4483e-02, PNorm = 333.1870, GNorm = 1.3265, lr_0 = 9.9702e-04
Validation prc-auc = 0.070198
Epoch 4554
Loss = 2.6263e-02, PNorm = 333.2088, GNorm = 2.1580, lr_0 = 9.9702e-04
Validation prc-auc = 0.061761
Epoch 4555
Loss = 1.6267e-02, PNorm = 333.2383, GNorm = 0.1022, lr_0 = 9.9701e-04
Validation prc-auc = 0.067049
Epoch 4556
Loss = 1.6771e-02, PNorm = 333.2734, GNorm = 0.3763, lr_0 = 9.9701e-04
Validation prc-auc = 0.064641
Epoch 4557
Loss = 1.2448e-02, PNorm = 333.3049, GNorm = 0.9007, lr_0 = 9.9701e-04
Validation prc-auc = 0.047657
Epoch 4558
Loss = 4.9841e-02, PNorm = 333.3361, GNorm = 2.5038, lr_0 = 9.9701e-04
Validation prc-auc = 0.059092
Epoch 4559
Loss = 7.8240e-04, PNorm = 333.3982, GNorm = 0.0316, lr_0 = 9.9701e-04
Loss = 9.3371e-03, PNorm = 333.4544, GNorm = 0.3311, lr_0 = 9.9701e-04
Validation prc-auc = 0.068265
Epoch 4560
Loss = 3.5317e-02, PNorm = 333.4941, GNorm = 1.8377, lr_0 = 9.9701e-04
Validation prc-auc = 0.051419
Epoch 4561
Loss = 3.1661e-02, PNorm = 333.5455, GNorm = 0.0217, lr_0 = 9.9701e-04
Validation prc-auc = 0.065164
Epoch 4562
Loss = 3.9543e-02, PNorm = 333.5901, GNorm = 0.1091, lr_0 = 9.9701e-04
Validation prc-auc = 0.047908
Epoch 4563
Loss = 5.5900e-02, PNorm = 333.6436, GNorm = 0.1816, lr_0 = 9.9701e-04
Validation prc-auc = 0.067100
Epoch 4564
Loss = 5.0584e-02, PNorm = 333.7067, GNorm = 0.0348, lr_0 = 9.9701e-04
Validation prc-auc = 0.055606
Epoch 4565
Loss = 3.7381e-02, PNorm = 333.7459, GNorm = 1.5012, lr_0 = 9.9701e-04
Validation prc-auc = 0.054659
Epoch 4566
Loss = 3.2291e-02, PNorm = 333.7755, GNorm = 0.1637, lr_0 = 9.9701e-04
Validation prc-auc = 0.047372
Epoch 4567
Loss = 1.7944e-02, PNorm = 333.8179, GNorm = 2.3862, lr_0 = 9.9701e-04
Validation prc-auc = 0.057197
Epoch 4568
Loss = 6.1837e-03, PNorm = 333.8675, GNorm = 0.1237, lr_0 = 9.9701e-04
Validation prc-auc = 0.050365
Epoch 4569
Loss = 2.2763e-03, PNorm = 333.8959, GNorm = 0.1193, lr_0 = 9.9700e-04
Loss = 3.0163e-02, PNorm = 333.9204, GNorm = 0.7381, lr_0 = 9.9700e-04
Validation prc-auc = 0.055301
Epoch 4570
Loss = 1.4734e-02, PNorm = 333.9461, GNorm = 1.8685, lr_0 = 9.9700e-04
Validation prc-auc = 0.057094
Epoch 4571
Loss = 4.3941e-02, PNorm = 333.9735, GNorm = 0.4971, lr_0 = 9.9700e-04
Validation prc-auc = 0.052724
Epoch 4572
Loss = 4.7165e-02, PNorm = 334.0110, GNorm = 0.0577, lr_0 = 9.9700e-04
Validation prc-auc = 0.039651
Epoch 4573
Loss = 1.8561e-02, PNorm = 334.0550, GNorm = 1.8981, lr_0 = 9.9700e-04
Validation prc-auc = 0.042724
Epoch 4574
Loss = 3.2785e-02, PNorm = 334.0878, GNorm = 2.6300, lr_0 = 9.9700e-04
Validation prc-auc = 0.045449
Epoch 4575
Loss = 2.5038e-02, PNorm = 334.1254, GNorm = 0.1022, lr_0 = 9.9700e-04
Validation prc-auc = 0.043528
Epoch 4576
Loss = 1.1792e-02, PNorm = 334.1534, GNorm = 0.0655, lr_0 = 9.9700e-04
Validation prc-auc = 0.038223
Epoch 4577
Loss = 2.0706e-02, PNorm = 334.1887, GNorm = 0.1097, lr_0 = 9.9700e-04
Validation prc-auc = 0.044036
Epoch 4578
Loss = 2.6964e-02, PNorm = 334.2184, GNorm = 0.6232, lr_0 = 9.9700e-04
Validation prc-auc = 0.043035
Epoch 4579
Loss = 1.7180e-02, PNorm = 334.2531, GNorm = 0.7177, lr_0 = 9.9700e-04
Loss = 1.4105e-02, PNorm = 334.2894, GNorm = 0.5712, lr_0 = 9.9700e-04
Validation prc-auc = 0.044812
Epoch 4580
Loss = 1.8938e-02, PNorm = 334.3129, GNorm = 1.2154, lr_0 = 9.9700e-04
Validation prc-auc = 0.044943
Epoch 4581
Loss = 3.1609e-02, PNorm = 334.3387, GNorm = 0.0584, lr_0 = 9.9700e-04
Validation prc-auc = 0.041678
Epoch 4582
Loss = 5.6505e-02, PNorm = 334.3795, GNorm = 1.3635, lr_0 = 9.9699e-04
Validation prc-auc = 0.049416
Epoch 4583
Loss = 4.3595e-02, PNorm = 334.4442, GNorm = 0.9914, lr_0 = 9.9699e-04
Validation prc-auc = 0.064886
Epoch 4584
Loss = 1.7361e-02, PNorm = 334.4975, GNorm = 1.5012, lr_0 = 9.9699e-04
Validation prc-auc = 0.042571
Epoch 4585
Loss = 1.0620e-02, PNorm = 334.5550, GNorm = 1.0667, lr_0 = 9.9699e-04
Validation prc-auc = 0.034427
Epoch 4586
Loss = 2.3912e-02, PNorm = 334.6191, GNorm = 1.9113, lr_0 = 9.9699e-04
Validation prc-auc = 0.031634
Epoch 4587
Loss = 4.1787e-02, PNorm = 334.6639, GNorm = 0.1050, lr_0 = 9.9699e-04
Validation prc-auc = 0.036021
Epoch 4588
Loss = 4.0064e-02, PNorm = 334.7008, GNorm = 1.8628, lr_0 = 9.9699e-04
Validation prc-auc = 0.051970
Epoch 4589
Loss = 9.0487e-03, PNorm = 334.7462, GNorm = 0.5330, lr_0 = 9.9699e-04
Loss = 2.2358e-02, PNorm = 334.7819, GNorm = 0.0476, lr_0 = 9.9699e-04
Validation prc-auc = 0.050082
Epoch 4590
Loss = 1.1054e-02, PNorm = 334.8158, GNorm = 0.5509, lr_0 = 9.9699e-04
Validation prc-auc = 0.059630
Epoch 4591
Loss = 3.2886e-02, PNorm = 334.8497, GNorm = 2.3366, lr_0 = 9.9699e-04
Validation prc-auc = 0.063672
Epoch 4592
Loss = 4.3226e-02, PNorm = 334.8999, GNorm = 0.0099, lr_0 = 9.9699e-04
Validation prc-auc = 0.065369
Epoch 4593
Loss = 9.9635e-02, PNorm = 334.9516, GNorm = 1.0701, lr_0 = 9.9699e-04
Validation prc-auc = 0.046788
Epoch 4594
Loss = 4.6621e-02, PNorm = 335.0014, GNorm = 0.3052, lr_0 = 9.9699e-04
Validation prc-auc = 0.043432
Epoch 4595
Loss = 1.3226e-02, PNorm = 335.0647, GNorm = 0.0599, lr_0 = 9.9698e-04
Validation prc-auc = 0.059914
Epoch 4596
Loss = 4.5314e-02, PNorm = 335.1111, GNorm = 1.0129, lr_0 = 9.9698e-04
Validation prc-auc = 0.039314
Epoch 4597
Loss = 1.3217e-01, PNorm = 335.1528, GNorm = 2.5916, lr_0 = 9.9698e-04
Validation prc-auc = 0.052905
Epoch 4598
Loss = 3.1015e-02, PNorm = 335.2254, GNorm = 0.3574, lr_0 = 9.9698e-04
Validation prc-auc = 0.045556
Epoch 4599
Loss = 8.3092e-03, PNorm = 335.2731, GNorm = 0.4778, lr_0 = 9.9698e-04
Loss = 3.7664e-02, PNorm = 335.3218, GNorm = 0.0941, lr_0 = 9.9698e-04
Validation prc-auc = 0.046208
Epoch 4600
Loss = 4.0529e-02, PNorm = 335.3784, GNorm = 0.6586, lr_0 = 9.9698e-04
Validation prc-auc = 0.045671
Epoch 4601
Loss = 4.7863e-02, PNorm = 335.4264, GNorm = 2.8256, lr_0 = 9.9698e-04
Validation prc-auc = 0.038527
Epoch 4602
Loss = 1.0597e-02, PNorm = 335.4877, GNorm = 0.0353, lr_0 = 9.9698e-04
Validation prc-auc = 0.038469
Epoch 4603
Loss = 2.3905e-02, PNorm = 335.5286, GNorm = 0.1400, lr_0 = 9.9698e-04
Validation prc-auc = 0.037586
Epoch 4604
Loss = 1.4734e-02, PNorm = 335.5749, GNorm = 1.3955, lr_0 = 9.9698e-04
Validation prc-auc = 0.040540
Epoch 4605
Loss = 1.1200e-01, PNorm = 335.6243, GNorm = 2.0326, lr_0 = 9.9698e-04
Validation prc-auc = 0.041123
Epoch 4606
Loss = 3.5104e-02, PNorm = 335.6919, GNorm = 0.9869, lr_0 = 9.9698e-04
Validation prc-auc = 0.041836
Epoch 4607
Loss = 1.5885e-02, PNorm = 335.7525, GNorm = 1.1655, lr_0 = 9.9698e-04
Validation prc-auc = 0.038380
Epoch 4608
Loss = 3.3244e-02, PNorm = 335.7969, GNorm = 1.1568, lr_0 = 9.9698e-04
Validation prc-auc = 0.025336
Epoch 4609
Loss = 1.3341e-02, PNorm = 335.8296, GNorm = 0.5694, lr_0 = 9.9697e-04
Loss = 3.0879e-02, PNorm = 335.8693, GNorm = 0.0604, lr_0 = 9.9697e-04
Validation prc-auc = 0.020070
Epoch 4610
Loss = 4.5431e-02, PNorm = 335.9137, GNorm = 1.3897, lr_0 = 9.9697e-04
Validation prc-auc = 0.029539
Epoch 4611
Loss = 5.5304e-02, PNorm = 335.9512, GNorm = 2.9109, lr_0 = 9.9697e-04
Validation prc-auc = 0.028632
Epoch 4612
Loss = 4.0979e-02, PNorm = 335.9941, GNorm = 1.9752, lr_0 = 9.9697e-04
Validation prc-auc = 0.029454
Epoch 4613
Loss = 3.2758e-02, PNorm = 336.0377, GNorm = 2.0821, lr_0 = 9.9697e-04
Validation prc-auc = 0.033740
Epoch 4614
Loss = 1.5572e-02, PNorm = 336.0796, GNorm = 0.3738, lr_0 = 9.9697e-04
Validation prc-auc = 0.029116
Epoch 4615
Loss = 1.6843e-02, PNorm = 336.1176, GNorm = 1.1783, lr_0 = 9.9697e-04
Validation prc-auc = 0.032931
Epoch 4616
Loss = 2.6443e-02, PNorm = 336.1668, GNorm = 0.6114, lr_0 = 9.9697e-04
Validation prc-auc = 0.039233
Epoch 4617
Loss = 4.9805e-02, PNorm = 336.2151, GNorm = 3.8680, lr_0 = 9.9697e-04
Validation prc-auc = 0.035039
Epoch 4618
Loss = 1.9401e-02, PNorm = 336.2902, GNorm = 0.6454, lr_0 = 9.9697e-04
Validation prc-auc = 0.032472
Epoch 4619
Loss = 1.3843e-01, PNorm = 336.3685, GNorm = 1.4971, lr_0 = 9.9697e-04
Loss = 6.7407e-02, PNorm = 336.4492, GNorm = 3.1122, lr_0 = 9.9697e-04
Validation prc-auc = 0.030415
Epoch 4620
Loss = 4.4109e-02, PNorm = 336.5173, GNorm = 1.2110, lr_0 = 9.9697e-04
Validation prc-auc = 0.029747
Epoch 4621
Loss = 4.8031e-02, PNorm = 336.5601, GNorm = 0.4879, lr_0 = 9.9696e-04
Validation prc-auc = 0.025866
Epoch 4622
Loss = 3.6043e-02, PNorm = 336.5979, GNorm = 2.2457, lr_0 = 9.9696e-04
Validation prc-auc = 0.027040
Epoch 4623
Loss = 4.8041e-02, PNorm = 336.6423, GNorm = 0.7618, lr_0 = 9.9696e-04
Validation prc-auc = 0.029455
Epoch 4624
Loss = 5.4132e-02, PNorm = 336.6838, GNorm = 0.7381, lr_0 = 9.9696e-04
Validation prc-auc = 0.024362
Epoch 4625
Loss = 7.3099e-02, PNorm = 336.7201, GNorm = 0.8211, lr_0 = 9.9696e-04
Validation prc-auc = 0.026130
Epoch 4626
Loss = 4.4174e-02, PNorm = 336.7618, GNorm = 1.5469, lr_0 = 9.9696e-04
Validation prc-auc = 0.033705
Epoch 4627
Loss = 3.4731e-02, PNorm = 336.7985, GNorm = 0.1717, lr_0 = 9.9696e-04
Validation prc-auc = 0.027871
Epoch 4628
Loss = 2.1857e-02, PNorm = 336.8343, GNorm = 0.7158, lr_0 = 9.9696e-04
Validation prc-auc = 0.038324
Epoch 4629
Loss = 2.3230e-02, PNorm = 336.8724, GNorm = 1.1153, lr_0 = 9.9696e-04
Loss = 3.2847e-02, PNorm = 336.9014, GNorm = 0.5906, lr_0 = 9.9696e-04
Validation prc-auc = 0.032182
Epoch 4630
Loss = 3.6151e-02, PNorm = 336.9307, GNorm = 0.3420, lr_0 = 9.9696e-04
Validation prc-auc = 0.034497
Epoch 4631
Loss = 3.6525e-02, PNorm = 336.9668, GNorm = 0.5808, lr_0 = 9.9696e-04
Validation prc-auc = 0.034033
Epoch 4632
Loss = 4.4801e-02, PNorm = 336.9976, GNorm = 0.4015, lr_0 = 9.9696e-04
Validation prc-auc = 0.034478
Epoch 4633
Loss = 1.2944e-02, PNorm = 337.0335, GNorm = 1.0849, lr_0 = 9.9696e-04
Validation prc-auc = 0.033259
Epoch 4634
Loss = 2.2351e-02, PNorm = 337.0619, GNorm = 1.2895, lr_0 = 9.9696e-04
Validation prc-auc = 0.031392
Epoch 4635
Loss = 4.4811e-02, PNorm = 337.0874, GNorm = 0.0648, lr_0 = 9.9695e-04
Validation prc-auc = 0.042656
Epoch 4636
Loss = 3.4244e-02, PNorm = 337.1149, GNorm = 0.4902, lr_0 = 9.9695e-04
Validation prc-auc = 0.040867
Epoch 4637
Loss = 3.2387e-02, PNorm = 337.1457, GNorm = 1.2006, lr_0 = 9.9695e-04
Validation prc-auc = 0.040687
Epoch 4638
Loss = 1.9177e-02, PNorm = 337.1854, GNorm = 0.1103, lr_0 = 9.9695e-04
Validation prc-auc = 0.043891
Epoch 4639
Loss = 6.3449e-02, PNorm = 337.2283, GNorm = 2.2085, lr_0 = 9.9695e-04
Loss = 2.9346e-02, PNorm = 337.2668, GNorm = 1.7283, lr_0 = 9.9695e-04
Validation prc-auc = 0.043817
Epoch 4640
Loss = 3.7458e-02, PNorm = 337.2965, GNorm = 2.8810, lr_0 = 9.9695e-04
Validation prc-auc = 0.039024
Epoch 4641
Loss = 3.0119e-02, PNorm = 337.3430, GNorm = 0.3324, lr_0 = 9.9695e-04
Validation prc-auc = 0.049409
Epoch 4642
Loss = 2.6620e-02, PNorm = 337.3895, GNorm = 1.1111, lr_0 = 9.9695e-04
Validation prc-auc = 0.046757
Epoch 4643
Loss = 6.2950e-02, PNorm = 337.4182, GNorm = 0.9857, lr_0 = 9.9695e-04
Validation prc-auc = 0.035800
Epoch 4644
Loss = 1.3795e-02, PNorm = 337.4507, GNorm = 2.0744, lr_0 = 9.9695e-04
Validation prc-auc = 0.050590
Epoch 4645
Loss = 1.0286e-02, PNorm = 337.4938, GNorm = 0.8984, lr_0 = 9.9695e-04
Validation prc-auc = 0.049768
Epoch 4646
Loss = 9.9630e-02, PNorm = 337.5160, GNorm = 1.6948, lr_0 = 9.9695e-04
Validation prc-auc = 0.040658
Epoch 4647
Loss = 4.8118e-02, PNorm = 337.5415, GNorm = 0.0371, lr_0 = 9.9695e-04
Validation prc-auc = 0.039018
Epoch 4648
Loss = 3.4109e-02, PNorm = 337.5791, GNorm = 1.6145, lr_0 = 9.9694e-04
Validation prc-auc = 0.043586
Epoch 4649
Loss = 3.6259e-03, PNorm = 337.6229, GNorm = 0.1272, lr_0 = 9.9694e-04
Loss = 1.8517e-02, PNorm = 337.6531, GNorm = 0.0360, lr_0 = 9.9694e-04
Validation prc-auc = 0.037467
Epoch 4650
Loss = 2.5626e-02, PNorm = 337.6794, GNorm = 1.9681, lr_0 = 9.9694e-04
Validation prc-auc = 0.038252
Epoch 4651
Loss = 4.6003e-02, PNorm = 337.7091, GNorm = 1.9261, lr_0 = 9.9694e-04
Validation prc-auc = 0.038867
Epoch 4652
Loss = 6.6997e-03, PNorm = 337.7465, GNorm = 0.0165, lr_0 = 9.9694e-04
Validation prc-auc = 0.042716
Epoch 4653
Loss = 5.7723e-02, PNorm = 337.7771, GNorm = 0.0248, lr_0 = 9.9694e-04
Validation prc-auc = 0.035788
Epoch 4654
Loss = 1.7151e-02, PNorm = 337.8045, GNorm = 0.3296, lr_0 = 9.9694e-04
Validation prc-auc = 0.031655
Epoch 4655
Loss = 2.7253e-02, PNorm = 337.8400, GNorm = 0.0686, lr_0 = 9.9694e-04
Validation prc-auc = 0.032596
Epoch 4656
Loss = 1.7648e-02, PNorm = 337.8668, GNorm = 1.0185, lr_0 = 9.9694e-04
Validation prc-auc = 0.025989
Epoch 4657
Loss = 1.4217e-01, PNorm = 337.8849, GNorm = 2.8440, lr_0 = 9.9694e-04
Validation prc-auc = 0.024272
Epoch 4658
Loss = 4.7929e-02, PNorm = 337.9124, GNorm = 0.6586, lr_0 = 9.9694e-04
Validation prc-auc = 0.023036
Epoch 4659
Loss = 1.5038e-02, PNorm = 337.9684, GNorm = 0.4013, lr_0 = 9.9694e-04
Loss = 6.3022e-02, PNorm = 338.0267, GNorm = 0.1551, lr_0 = 9.9694e-04
Validation prc-auc = 0.022796
Epoch 4660
Loss = 7.6711e-02, PNorm = 338.0638, GNorm = 0.2114, lr_0 = 9.9694e-04
Validation prc-auc = 0.021199
Epoch 4661
Loss = 5.4392e-02, PNorm = 338.1034, GNorm = 2.2235, lr_0 = 9.9693e-04
Validation prc-auc = 0.019771
Epoch 4662
Loss = 3.9500e-02, PNorm = 338.1581, GNorm = 0.8616, lr_0 = 9.9693e-04
Validation prc-auc = 0.021113
Epoch 4663
Loss = 6.5401e-02, PNorm = 338.2023, GNorm = 1.7687, lr_0 = 9.9693e-04
Validation prc-auc = 0.019741
Epoch 4664
Loss = 1.4146e-02, PNorm = 338.2475, GNorm = 0.1502, lr_0 = 9.9693e-04
Validation prc-auc = 0.017708
Epoch 4665
Loss = 2.9819e-02, PNorm = 338.2880, GNorm = 0.3971, lr_0 = 9.9693e-04
Validation prc-auc = 0.017886
Epoch 4666
Loss = 1.8927e-02, PNorm = 338.3176, GNorm = 0.7359, lr_0 = 9.9693e-04
Validation prc-auc = 0.019104
Epoch 4667
Loss = 1.3995e-02, PNorm = 338.3409, GNorm = 0.7283, lr_0 = 9.9693e-04
Validation prc-auc = 0.021240
Epoch 4668
Loss = 1.0833e-02, PNorm = 338.3621, GNorm = 0.3225, lr_0 = 9.9693e-04
Validation prc-auc = 0.024272
Epoch 4669
Loss = 5.0694e-02, PNorm = 338.3898, GNorm = 1.2860, lr_0 = 9.9693e-04
Loss = 2.6629e-02, PNorm = 338.4168, GNorm = 1.6188, lr_0 = 9.9693e-04
Validation prc-auc = 0.025432
Epoch 4670
Loss = 2.3522e-02, PNorm = 338.4366, GNorm = 0.3534, lr_0 = 9.9693e-04
Validation prc-auc = 0.028038
Epoch 4671
Loss = 1.4191e-02, PNorm = 338.4587, GNorm = 0.3891, lr_0 = 9.9693e-04
Validation prc-auc = 0.028225
Epoch 4672
Loss = 4.5851e-02, PNorm = 338.4738, GNorm = 1.0225, lr_0 = 9.9693e-04
Validation prc-auc = 0.028597
Epoch 4673
Loss = 1.6447e-02, PNorm = 338.4968, GNorm = 1.1005, lr_0 = 9.9693e-04
Validation prc-auc = 0.028392
Epoch 4674
Loss = 4.2910e-02, PNorm = 338.5261, GNorm = 2.0429, lr_0 = 9.9692e-04
Validation prc-auc = 0.026881
Epoch 4675
Loss = 4.5341e-02, PNorm = 338.5699, GNorm = 3.2975, lr_0 = 9.9692e-04
Validation prc-auc = 0.023932
Epoch 4676
Loss = 3.8354e-02, PNorm = 338.6110, GNorm = 0.1055, lr_0 = 9.9692e-04
Validation prc-auc = 0.022238
Epoch 4677
Loss = 4.7367e-02, PNorm = 338.6522, GNorm = 1.2850, lr_0 = 9.9692e-04
Validation prc-auc = 0.021986
Epoch 4678
Loss = 3.4402e-02, PNorm = 338.6903, GNorm = 0.5799, lr_0 = 9.9692e-04
Validation prc-auc = 0.022612
Epoch 4679
Loss = 6.6902e-04, PNorm = 338.7269, GNorm = 0.0265, lr_0 = 9.9692e-04
Loss = 1.7666e-02, PNorm = 338.7592, GNorm = 0.1624, lr_0 = 9.9692e-04
Validation prc-auc = 0.020942
Epoch 4680
Loss = 5.0249e-03, PNorm = 338.7785, GNorm = 1.1548, lr_0 = 9.9692e-04
Validation prc-auc = 0.020550
Epoch 4681
Loss = 1.1305e-02, PNorm = 338.7893, GNorm = 0.0370, lr_0 = 9.9692e-04
Validation prc-auc = 0.020520
Epoch 4682
Loss = 2.6585e-02, PNorm = 338.8026, GNorm = 0.1372, lr_0 = 9.9692e-04
Validation prc-auc = 0.022905
Epoch 4683
Loss = 2.7465e-02, PNorm = 338.8325, GNorm = 0.7572, lr_0 = 9.9692e-04
Validation prc-auc = 0.025993
Epoch 4684
Loss = 4.2210e-02, PNorm = 338.8650, GNorm = 0.4436, lr_0 = 9.9692e-04
Validation prc-auc = 0.028773
Epoch 4685
Loss = 1.9196e-02, PNorm = 338.8938, GNorm = 0.2572, lr_0 = 9.9692e-04
Validation prc-auc = 0.027193
Epoch 4686
Loss = 2.5856e-02, PNorm = 338.9279, GNorm = 0.7260, lr_0 = 9.9692e-04
Validation prc-auc = 0.026864
Epoch 4687
Loss = 2.8415e-02, PNorm = 338.9587, GNorm = 0.2022, lr_0 = 9.9692e-04
Validation prc-auc = 0.028616
Epoch 4688
Loss = 3.2231e-02, PNorm = 338.9870, GNorm = 1.1838, lr_0 = 9.9691e-04
Validation prc-auc = 0.029075
Epoch 4689
Loss = 6.1126e-02, PNorm = 339.0497, GNorm = 0.9142, lr_0 = 9.9691e-04
Loss = 6.0862e-02, PNorm = 339.0974, GNorm = 1.9447, lr_0 = 9.9691e-04
Validation prc-auc = 0.028212
Epoch 4690
Loss = 4.1730e-02, PNorm = 339.1426, GNorm = 0.0953, lr_0 = 9.9691e-04
Validation prc-auc = 0.022995
Epoch 4691
Loss = 2.0127e-02, PNorm = 339.1849, GNorm = 2.2685, lr_0 = 9.9691e-04
Validation prc-auc = 0.021473
Epoch 4692
Loss = 7.0728e-02, PNorm = 339.2253, GNorm = 0.8056, lr_0 = 9.9691e-04
Validation prc-auc = 0.022356
Epoch 4693
Loss = 1.6116e-02, PNorm = 339.2650, GNorm = 0.5874, lr_0 = 9.9691e-04
Validation prc-auc = 0.029522
Epoch 4694
Loss = 3.8632e-02, PNorm = 339.2998, GNorm = 1.4344, lr_0 = 9.9691e-04
Validation prc-auc = 0.034086
Epoch 4695
Loss = 5.2268e-03, PNorm = 339.3353, GNorm = 0.6508, lr_0 = 9.9691e-04
Validation prc-auc = 0.035220
Epoch 4696
Loss = 7.9069e-03, PNorm = 339.3598, GNorm = 0.5769, lr_0 = 9.9691e-04
Validation prc-auc = 0.038969
Epoch 4697
Loss = 2.6978e-02, PNorm = 339.3809, GNorm = 0.0607, lr_0 = 9.9691e-04
Validation prc-auc = 0.041858
Epoch 4698
Loss = 8.8199e-03, PNorm = 339.3984, GNorm = 0.7813, lr_0 = 9.9691e-04
Validation prc-auc = 0.033349
Epoch 4699
Loss = 3.9237e-02, PNorm = 339.4342, GNorm = 2.7063, lr_0 = 9.9691e-04
Loss = 2.0040e-02, PNorm = 339.4732, GNorm = 0.3404, lr_0 = 9.9691e-04
Validation prc-auc = 0.037491
Epoch 4700
Loss = 2.6931e-02, PNorm = 339.4941, GNorm = 0.5795, lr_0 = 9.9691e-04
Validation prc-auc = 0.035448
Epoch 4701
Loss = 1.9168e-02, PNorm = 339.5168, GNorm = 0.2387, lr_0 = 9.9690e-04
Validation prc-auc = 0.037683
Epoch 4702
Loss = 1.0218e-02, PNorm = 339.5414, GNorm = 0.0143, lr_0 = 9.9690e-04
Validation prc-auc = 0.037426
Epoch 4703
Loss = 3.1494e-02, PNorm = 339.5583, GNorm = 1.9019, lr_0 = 9.9690e-04
Validation prc-auc = 0.038575
Epoch 4704
Loss = 1.1828e-02, PNorm = 339.5820, GNorm = 0.1013, lr_0 = 9.9690e-04
Validation prc-auc = 0.033862
Epoch 4705
Loss = 5.7870e-03, PNorm = 339.5994, GNorm = 0.0266, lr_0 = 9.9690e-04
Validation prc-auc = 0.032835
Epoch 4706
Loss = 3.2832e-02, PNorm = 339.6140, GNorm = 0.8738, lr_0 = 9.9690e-04
Validation prc-auc = 0.033597
Epoch 4707
Loss = 7.0677e-03, PNorm = 339.6377, GNorm = 0.0207, lr_0 = 9.9690e-04
Validation prc-auc = 0.033047
Epoch 4708
Loss = 6.6536e-03, PNorm = 339.6666, GNorm = 0.1501, lr_0 = 9.9690e-04
Validation prc-auc = 0.032819
Epoch 4709
Loss = 4.6383e-04, PNorm = 339.6889, GNorm = 0.0173, lr_0 = 9.9690e-04
Loss = 3.9086e-03, PNorm = 339.7064, GNorm = 0.4373, lr_0 = 9.9690e-04
Validation prc-auc = 0.033825
Epoch 4710
Loss = 1.9792e-02, PNorm = 339.7251, GNorm = 0.2957, lr_0 = 9.9690e-04
Validation prc-auc = 0.036541
Epoch 4711
Loss = 3.7986e-02, PNorm = 339.7490, GNorm = 0.2441, lr_0 = 9.9690e-04
Validation prc-auc = 0.039539
Epoch 4712
Loss = 1.4849e-02, PNorm = 339.7846, GNorm = 0.1097, lr_0 = 9.9690e-04
Validation prc-auc = 0.043478
Epoch 4713
Loss = 1.4937e-02, PNorm = 339.8113, GNorm = 0.0310, lr_0 = 9.9690e-04
Validation prc-auc = 0.045807
Epoch 4714
Loss = 1.8986e-02, PNorm = 339.8353, GNorm = 2.7890, lr_0 = 9.9689e-04
Validation prc-auc = 0.044656
Epoch 4715
Loss = 2.2134e-02, PNorm = 339.8524, GNorm = 2.3267, lr_0 = 9.9689e-04
Validation prc-auc = 0.043711
Epoch 4716
Loss = 2.5450e-02, PNorm = 339.8797, GNorm = 0.0789, lr_0 = 9.9689e-04
Validation prc-auc = 0.040932
Epoch 4717
Loss = 1.1481e-01, PNorm = 339.9049, GNorm = 1.2114, lr_0 = 9.9689e-04
Validation prc-auc = 0.044125
Epoch 4718
Loss = 3.2357e-02, PNorm = 339.9280, GNorm = 0.6506, lr_0 = 9.9689e-04
Validation prc-auc = 0.047614
Epoch 4719
Loss = 3.7369e-03, PNorm = 339.9609, GNorm = 0.2026, lr_0 = 9.9689e-04
Loss = 1.7072e-02, PNorm = 339.9935, GNorm = 1.2248, lr_0 = 9.9689e-04
Validation prc-auc = 0.050064
Epoch 4720
Loss = 2.5591e-02, PNorm = 340.0190, GNorm = 1.3899, lr_0 = 9.9689e-04
Validation prc-auc = 0.048830
Epoch 4721
Loss = 1.2973e-02, PNorm = 340.0473, GNorm = 0.0585, lr_0 = 9.9689e-04
Validation prc-auc = 0.049336
Epoch 4722
Loss = 3.3895e-02, PNorm = 340.0687, GNorm = 1.0312, lr_0 = 9.9689e-04
Validation prc-auc = 0.046297
Epoch 4723
Loss = 1.6431e-02, PNorm = 340.0848, GNorm = 0.0799, lr_0 = 9.9689e-04
Validation prc-auc = 0.046145
Epoch 4724
Loss = 5.4396e-03, PNorm = 340.1076, GNorm = 0.1866, lr_0 = 9.9689e-04
Validation prc-auc = 0.046560
Epoch 4725
Loss = 3.1228e-02, PNorm = 340.1276, GNorm = 0.1036, lr_0 = 9.9689e-04
Validation prc-auc = 0.044504
Epoch 4726
Loss = 2.6212e-03, PNorm = 340.1532, GNorm = 0.1804, lr_0 = 9.9689e-04
Validation prc-auc = 0.044863
Epoch 4727
Loss = 2.3861e-02, PNorm = 340.1709, GNorm = 0.2359, lr_0 = 9.9689e-04
Validation prc-auc = 0.045106
Epoch 4728
Loss = 3.2597e-03, PNorm = 340.1817, GNorm = 0.1275, lr_0 = 9.9688e-04
Validation prc-auc = 0.044569
Epoch 4729
Loss = 1.2088e-03, PNorm = 340.1860, GNorm = 0.0341, lr_0 = 9.9688e-04
Loss = 3.8399e-02, PNorm = 340.1908, GNorm = 1.0805, lr_0 = 9.9688e-04
Validation prc-auc = 0.044440
Epoch 4730
Loss = 9.0843e-03, PNorm = 340.2088, GNorm = 0.9308, lr_0 = 9.9688e-04
Validation prc-auc = 0.043847
Epoch 4731
Loss = 1.7331e-02, PNorm = 340.2361, GNorm = 0.8137, lr_0 = 9.9688e-04
Validation prc-auc = 0.044085
Epoch 4732
Loss = 4.1021e-03, PNorm = 340.2568, GNorm = 0.0470, lr_0 = 9.9688e-04
Validation prc-auc = 0.044179
Epoch 4733
Loss = 2.5389e-02, PNorm = 340.2692, GNorm = 1.1951, lr_0 = 9.9688e-04
Validation prc-auc = 0.042542
Epoch 4734
Loss = 2.4487e-02, PNorm = 340.2894, GNorm = 0.9937, lr_0 = 9.9688e-04
Validation prc-auc = 0.050797
Epoch 4735
Loss = 1.1138e-02, PNorm = 340.3050, GNorm = 0.3256, lr_0 = 9.9688e-04
Validation prc-auc = 0.051351
Epoch 4736
Loss = 7.4310e-02, PNorm = 340.3227, GNorm = 0.0663, lr_0 = 9.9688e-04
Validation prc-auc = 0.043927
Epoch 4737
Loss = 1.2281e-02, PNorm = 340.3421, GNorm = 0.0812, lr_0 = 9.9688e-04
Validation prc-auc = 0.044021
Epoch 4738
Loss = 6.1729e-04, PNorm = 340.3635, GNorm = 0.0329, lr_0 = 9.9688e-04
Validation prc-auc = 0.036357
Epoch 4739
Loss = 4.3494e-03, PNorm = 340.3890, GNorm = 0.1715, lr_0 = 9.9688e-04
Loss = 3.7803e-02, PNorm = 340.4224, GNorm = 0.2184, lr_0 = 9.9688e-04
Validation prc-auc = 0.035468
Epoch 4740
Loss = 1.5273e-02, PNorm = 340.4611, GNorm = 0.1171, lr_0 = 9.9687e-04
Validation prc-auc = 0.031544
Epoch 4741
Loss = 5.3485e-02, PNorm = 340.4964, GNorm = 2.2484, lr_0 = 9.9687e-04
Validation prc-auc = 0.025308
Epoch 4742
Loss = 4.1108e-02, PNorm = 340.5512, GNorm = 0.1655, lr_0 = 9.9687e-04
Validation prc-auc = 0.034304
Epoch 4743
Loss = 2.5466e-02, PNorm = 340.6164, GNorm = 0.9564, lr_0 = 9.9687e-04
Validation prc-auc = 0.034365
Epoch 4744
Loss = 2.8843e-02, PNorm = 340.6538, GNorm = 2.3206, lr_0 = 9.9687e-04
Validation prc-auc = 0.037658
Epoch 4745
Loss = 2.6375e-02, PNorm = 340.6786, GNorm = 0.5866, lr_0 = 9.9687e-04
Validation prc-auc = 0.041577
Epoch 4746
Loss = 5.1997e-02, PNorm = 340.7191, GNorm = 1.6107, lr_0 = 9.9687e-04
Validation prc-auc = 0.034168
Epoch 4747
Loss = 4.2391e-02, PNorm = 340.7622, GNorm = 1.3149, lr_0 = 9.9687e-04
Validation prc-auc = 0.030762
Epoch 4748
Loss = 2.0446e-02, PNorm = 340.7999, GNorm = 0.5109, lr_0 = 9.9687e-04
Validation prc-auc = 0.032091
Epoch 4749
Loss = 9.5432e-03, PNorm = 340.8444, GNorm = 0.3462, lr_0 = 9.9687e-04
Loss = 2.2892e-02, PNorm = 340.8713, GNorm = 0.0461, lr_0 = 9.9687e-04
Validation prc-auc = 0.030883
Epoch 4750
Loss = 2.7135e-02, PNorm = 340.8988, GNorm = 0.0778, lr_0 = 9.9687e-04
Validation prc-auc = 0.035336
Epoch 4751
Loss = 1.4516e-02, PNorm = 340.9290, GNorm = 0.7722, lr_0 = 9.9687e-04
Validation prc-auc = 0.043337
Epoch 4752
Loss = 5.1671e-02, PNorm = 340.9542, GNorm = 3.1205, lr_0 = 9.9687e-04
Validation prc-auc = 0.054297
Epoch 4753
Loss = 2.9745e-02, PNorm = 340.9852, GNorm = 1.4925, lr_0 = 9.9687e-04
Validation prc-auc = 0.059244
Epoch 4754
Loss = 5.1252e-02, PNorm = 341.0352, GNorm = 1.1177, lr_0 = 9.9686e-04
Validation prc-auc = 0.051872
Epoch 4755
Loss = 2.1037e-02, PNorm = 341.0747, GNorm = 0.0530, lr_0 = 9.9686e-04
Validation prc-auc = 0.043162
Epoch 4756
Loss = 6.1449e-02, PNorm = 341.1047, GNorm = 1.2894, lr_0 = 9.9686e-04
Validation prc-auc = 0.047299
Epoch 4757
Loss = 9.4140e-03, PNorm = 341.1251, GNorm = 0.1765, lr_0 = 9.9686e-04
Validation prc-auc = 0.048125
Epoch 4758
Loss = 5.9332e-03, PNorm = 341.1678, GNorm = 0.4396, lr_0 = 9.9686e-04
Validation prc-auc = 0.038956
Epoch 4759
Loss = 4.5292e-03, PNorm = 341.2119, GNorm = 0.1954, lr_0 = 9.9686e-04
Loss = 1.8891e-02, PNorm = 341.2369, GNorm = 0.9615, lr_0 = 9.9686e-04
Validation prc-auc = 0.036899
Epoch 4760
Loss = 7.9049e-02, PNorm = 341.2650, GNorm = 3.8797, lr_0 = 9.9686e-04
Validation prc-auc = 0.037143
Epoch 4761
Loss = 2.8986e-02, PNorm = 341.3142, GNorm = 0.1684, lr_0 = 9.9686e-04
Validation prc-auc = 0.036519
Epoch 4762
Loss = 1.4374e-02, PNorm = 341.3532, GNorm = 0.6054, lr_0 = 9.9686e-04
Validation prc-auc = 0.034895
Epoch 4763
Loss = 7.2385e-02, PNorm = 341.3871, GNorm = 0.6328, lr_0 = 9.9686e-04
Validation prc-auc = 0.034861
Epoch 4764
Loss = 2.0987e-02, PNorm = 341.4249, GNorm = 0.3105, lr_0 = 9.9686e-04
Validation prc-auc = 0.034827
Epoch 4765
Loss = 8.1769e-02, PNorm = 341.4542, GNorm = 1.4276, lr_0 = 9.9686e-04
Validation prc-auc = 0.037135
Epoch 4766
Loss = 3.6563e-02, PNorm = 341.4864, GNorm = 0.6352, lr_0 = 9.9686e-04
Validation prc-auc = 0.037378
Epoch 4767
Loss = 2.6644e-02, PNorm = 341.5186, GNorm = 2.0060, lr_0 = 9.9685e-04
Validation prc-auc = 0.039591
Epoch 4768
Loss = 2.6106e-03, PNorm = 341.5532, GNorm = 0.0925, lr_0 = 9.9685e-04
Validation prc-auc = 0.036028
Epoch 4769
Loss = 5.2401e-02, PNorm = 341.5854, GNorm = 1.9391, lr_0 = 9.9685e-04
Loss = 2.3825e-02, PNorm = 341.6147, GNorm = 0.6768, lr_0 = 9.9685e-04
Validation prc-auc = 0.038829
Epoch 4770
Loss = 1.6241e-02, PNorm = 341.6380, GNorm = 0.6443, lr_0 = 9.9685e-04
Validation prc-auc = 0.040735
Epoch 4771
Loss = 1.3470e-02, PNorm = 341.6579, GNorm = 0.4898, lr_0 = 9.9685e-04
Validation prc-auc = 0.043292
Epoch 4772
Loss = 3.6907e-02, PNorm = 341.6886, GNorm = 0.0686, lr_0 = 9.9685e-04
Validation prc-auc = 0.046272
Epoch 4773
Loss = 1.5755e-02, PNorm = 341.7148, GNorm = 0.0310, lr_0 = 9.9685e-04
Validation prc-auc = 0.049075
Epoch 4774
Loss = 2.7803e-02, PNorm = 341.7386, GNorm = 0.0374, lr_0 = 9.9685e-04
Validation prc-auc = 0.052716
Epoch 4775
Loss = 3.1506e-02, PNorm = 341.7712, GNorm = 0.0579, lr_0 = 9.9685e-04
Validation prc-auc = 0.040096
Epoch 4776
Loss = 1.2356e-02, PNorm = 341.8026, GNorm = 0.0940, lr_0 = 9.9685e-04
Validation prc-auc = 0.038159
Epoch 4777
Loss = 1.2568e-02, PNorm = 341.8364, GNorm = 0.6805, lr_0 = 9.9685e-04
Validation prc-auc = 0.033804
Epoch 4778
Loss = 8.9464e-03, PNorm = 341.8667, GNorm = 0.5883, lr_0 = 9.9685e-04
Validation prc-auc = 0.033004
Epoch 4779
Loss = 1.5760e-02, PNorm = 341.8865, GNorm = 0.8771, lr_0 = 9.9685e-04
Loss = 2.1355e-02, PNorm = 341.9048, GNorm = 0.8843, lr_0 = 9.9685e-04
Validation prc-auc = 0.035397
Epoch 4780
Loss = 2.0697e-02, PNorm = 341.9337, GNorm = 0.3519, lr_0 = 9.9684e-04
Validation prc-auc = 0.042608
Epoch 4781
Loss = 1.1463e-02, PNorm = 341.9607, GNorm = 0.0135, lr_0 = 9.9684e-04
Validation prc-auc = 0.051091
Epoch 4782
Loss = 3.5766e-02, PNorm = 341.9787, GNorm = 0.6567, lr_0 = 9.9684e-04
Validation prc-auc = 0.045504
Epoch 4783
Loss = 1.1471e-02, PNorm = 341.9974, GNorm = 0.1078, lr_0 = 9.9684e-04
Validation prc-auc = 0.049754
Epoch 4784
Loss = 6.2649e-03, PNorm = 342.0185, GNorm = 0.0594, lr_0 = 9.9684e-04
Validation prc-auc = 0.049419
Epoch 4785
Loss = 7.3173e-03, PNorm = 342.0347, GNorm = 0.4940, lr_0 = 9.9684e-04
Validation prc-auc = 0.050327
Epoch 4786
Loss = 1.1951e-02, PNorm = 342.0476, GNorm = 0.0742, lr_0 = 9.9684e-04
Validation prc-auc = 0.050343
Epoch 4787
Loss = 2.4814e-02, PNorm = 342.0642, GNorm = 0.0119, lr_0 = 9.9684e-04
Validation prc-auc = 0.052564
Epoch 4788
Loss = 3.1958e-02, PNorm = 342.0804, GNorm = 2.2222, lr_0 = 9.9684e-04
Validation prc-auc = 0.052181
Epoch 4789
Loss = 2.7022e-03, PNorm = 342.1030, GNorm = 0.1167, lr_0 = 9.9684e-04
Loss = 1.5528e-02, PNorm = 342.1330, GNorm = 0.1823, lr_0 = 9.9684e-04
Validation prc-auc = 0.056892
Epoch 4790
Loss = 2.1302e-02, PNorm = 342.1691, GNorm = 0.1842, lr_0 = 9.9684e-04
Validation prc-auc = 0.058778
Epoch 4791
Loss = 3.2038e-02, PNorm = 342.2026, GNorm = 0.7214, lr_0 = 9.9684e-04
Validation prc-auc = 0.057346
Epoch 4792
Loss = 1.8214e-02, PNorm = 342.2368, GNorm = 4.1291, lr_0 = 9.9684e-04
Validation prc-auc = 0.050993
Epoch 4793
Loss = 2.8310e-02, PNorm = 342.2869, GNorm = 0.0190, lr_0 = 9.9684e-04
Validation prc-auc = 0.055271
Epoch 4794
Loss = 3.9826e-02, PNorm = 342.3265, GNorm = 0.3431, lr_0 = 9.9683e-04
Validation prc-auc = 0.055851
Epoch 4795
Loss = 1.9819e-02, PNorm = 342.3682, GNorm = 1.1624, lr_0 = 9.9683e-04
Validation prc-auc = 0.051143
Epoch 4796
Loss = 2.2809e-02, PNorm = 342.4020, GNorm = 1.9329, lr_0 = 9.9683e-04
Validation prc-auc = 0.054410
Epoch 4797
Loss = 2.4348e-02, PNorm = 342.4331, GNorm = 0.9343, lr_0 = 9.9683e-04
Validation prc-auc = 0.053562
Epoch 4798
Loss = 4.3479e-02, PNorm = 342.4873, GNorm = 0.8032, lr_0 = 9.9683e-04
Validation prc-auc = 0.056740
Epoch 4799
Loss = 3.3357e-02, PNorm = 342.5435, GNorm = 1.4056, lr_0 = 9.9683e-04
Loss = 4.5856e-02, PNorm = 342.5975, GNorm = 1.4927, lr_0 = 9.9683e-04
Validation prc-auc = 0.047266
Epoch 4800
Loss = 4.0161e-02, PNorm = 342.6592, GNorm = 1.2521, lr_0 = 9.9683e-04
Validation prc-auc = 0.050460
Epoch 4801
Loss = 1.1810e-01, PNorm = 342.7092, GNorm = 1.7495, lr_0 = 9.9683e-04
Validation prc-auc = 0.041505
Epoch 4802
Loss = 2.1187e-02, PNorm = 342.7593, GNorm = 0.6237, lr_0 = 9.9683e-04
Validation prc-auc = 0.049210
Epoch 4803
Loss = 3.1914e-02, PNorm = 342.8178, GNorm = 2.3442, lr_0 = 9.9683e-04
Validation prc-auc = 0.040222
Epoch 4804
Loss = 1.9747e-02, PNorm = 342.8628, GNorm = 0.2632, lr_0 = 9.9683e-04
Validation prc-auc = 0.052476
Epoch 4805
Loss = 3.8743e-02, PNorm = 342.8922, GNorm = 0.1157, lr_0 = 9.9683e-04
Validation prc-auc = 0.036421
Epoch 4806
Loss = 1.2837e-02, PNorm = 342.9162, GNorm = 0.1184, lr_0 = 9.9683e-04
Validation prc-auc = 0.029537
Epoch 4807
Loss = 8.3698e-02, PNorm = 342.9394, GNorm = 0.5279, lr_0 = 9.9682e-04
Validation prc-auc = 0.033581
Epoch 4808
Loss = 4.9158e-03, PNorm = 342.9700, GNorm = 0.3686, lr_0 = 9.9682e-04
Validation prc-auc = 0.041587
Epoch 4809
Loss = 8.1147e-03, PNorm = 342.9991, GNorm = 0.3866, lr_0 = 9.9682e-04
Loss = 4.4921e-02, PNorm = 343.0360, GNorm = 0.0853, lr_0 = 9.9682e-04
Validation prc-auc = 0.046257
Epoch 4810
Loss = 3.3580e-02, PNorm = 343.0738, GNorm = 0.0821, lr_0 = 9.9682e-04
Validation prc-auc = 0.056171
Epoch 4811
Loss = 2.3008e-02, PNorm = 343.1118, GNorm = 1.1253, lr_0 = 9.9682e-04
Validation prc-auc = 0.061761
Epoch 4812
Loss = 9.8232e-03, PNorm = 343.1442, GNorm = 0.6805, lr_0 = 9.9682e-04
Validation prc-auc = 0.057321
Epoch 4813
Loss = 2.1807e-02, PNorm = 343.1724, GNorm = 0.3162, lr_0 = 9.9682e-04
Validation prc-auc = 0.040947
Epoch 4814
Loss = 2.3860e-02, PNorm = 343.2094, GNorm = 0.1730, lr_0 = 9.9682e-04
Validation prc-auc = 0.033141
Epoch 4815
Loss = 3.4629e-02, PNorm = 343.2457, GNorm = 0.8436, lr_0 = 9.9682e-04
Validation prc-auc = 0.024295
Epoch 4816
Loss = 3.1416e-02, PNorm = 343.2984, GNorm = 0.4778, lr_0 = 9.9682e-04
Validation prc-auc = 0.023631
Epoch 4817
Loss = 5.6251e-02, PNorm = 343.3587, GNorm = 0.8940, lr_0 = 9.9682e-04
Validation prc-auc = 0.022364
Epoch 4818
Loss = 4.2337e-02, PNorm = 343.3957, GNorm = 0.4743, lr_0 = 9.9682e-04
Validation prc-auc = 0.033907
Epoch 4819
Loss = 1.9833e-02, PNorm = 343.4463, GNorm = 0.5814, lr_0 = 9.9682e-04
Loss = 2.2458e-02, PNorm = 343.4999, GNorm = 0.3682, lr_0 = 9.9682e-04
Validation prc-auc = 0.045438
Epoch 4820
Loss = 3.7816e-02, PNorm = 343.5348, GNorm = 0.4831, lr_0 = 9.9681e-04
Validation prc-auc = 0.048042
Epoch 4821
Loss = 1.5947e-02, PNorm = 343.5695, GNorm = 0.2606, lr_0 = 9.9681e-04
Validation prc-auc = 0.046336
Epoch 4822
Loss = 3.8539e-02, PNorm = 343.6000, GNorm = 1.5329, lr_0 = 9.9681e-04
Validation prc-auc = 0.051749
Epoch 4823
Loss = 3.2900e-02, PNorm = 343.6456, GNorm = 1.0102, lr_0 = 9.9681e-04
Validation prc-auc = 0.054664
Epoch 4824
Loss = 6.6930e-02, PNorm = 343.6938, GNorm = 0.3313, lr_0 = 9.9681e-04
Validation prc-auc = 0.062456
Epoch 4825
Loss = 8.2108e-03, PNorm = 343.7352, GNorm = 0.2088, lr_0 = 9.9681e-04
Validation prc-auc = 0.051327
Epoch 4826
Loss = 2.3359e-02, PNorm = 343.7713, GNorm = 0.0665, lr_0 = 9.9681e-04
Validation prc-auc = 0.055977
Epoch 4827
Loss = 6.3302e-03, PNorm = 343.8212, GNorm = 0.8155, lr_0 = 9.9681e-04
Validation prc-auc = 0.063318
Epoch 4828
Loss = 1.0423e-02, PNorm = 343.8578, GNorm = 0.5270, lr_0 = 9.9681e-04
Validation prc-auc = 0.062864
Epoch 4829
Loss = 3.6592e-02, PNorm = 343.8803, GNorm = 1.5760, lr_0 = 9.9681e-04
Loss = 3.7373e-02, PNorm = 343.9085, GNorm = 1.2101, lr_0 = 9.9681e-04
Validation prc-auc = 0.046064
Epoch 4830
Loss = 2.5172e-02, PNorm = 343.9618, GNorm = 0.3601, lr_0 = 9.9681e-04
Validation prc-auc = 0.041740
Epoch 4831
Loss = 3.1640e-02, PNorm = 343.9946, GNorm = 1.1474, lr_0 = 9.9681e-04
Validation prc-auc = 0.039123
Epoch 4832
Loss = 3.9046e-02, PNorm = 344.0163, GNorm = 2.7599, lr_0 = 9.9681e-04
Validation prc-auc = 0.039995
Epoch 4833
Loss = 2.1181e-02, PNorm = 344.0550, GNorm = 1.4262, lr_0 = 9.9680e-04
Validation prc-auc = 0.043493
Epoch 4834
Loss = 1.7371e-02, PNorm = 344.0908, GNorm = 2.3846, lr_0 = 9.9680e-04
Validation prc-auc = 0.046284
Epoch 4835
Loss = 1.7691e-02, PNorm = 344.1255, GNorm = 0.0166, lr_0 = 9.9680e-04
Validation prc-auc = 0.050225
Epoch 4836
Loss = 7.3261e-03, PNorm = 344.1518, GNorm = 0.5563, lr_0 = 9.9680e-04
Validation prc-auc = 0.050100
Epoch 4837
Loss = 9.3910e-03, PNorm = 344.1754, GNorm = 0.0116, lr_0 = 9.9680e-04
Validation prc-auc = 0.058899
Epoch 4838
Loss = 6.8742e-03, PNorm = 344.1987, GNorm = 0.1687, lr_0 = 9.9680e-04
Validation prc-auc = 0.064179
Epoch 4839
Loss = 1.4611e-01, PNorm = 344.2134, GNorm = 3.0391, lr_0 = 9.9680e-04
Loss = 3.0567e-02, PNorm = 344.2401, GNorm = 3.2035, lr_0 = 9.9680e-04
Validation prc-auc = 0.059053
Epoch 4840
Loss = 1.0839e-02, PNorm = 344.2644, GNorm = 0.1401, lr_0 = 9.9680e-04
Validation prc-auc = 0.049611
Epoch 4841
Loss = 5.3346e-02, PNorm = 344.2937, GNorm = 2.9714, lr_0 = 9.9680e-04
Validation prc-auc = 0.048904
Epoch 4842
Loss = 3.0301e-02, PNorm = 344.3440, GNorm = 1.6017, lr_0 = 9.9680e-04
Validation prc-auc = 0.057486
Epoch 4843
Loss = 2.0439e-02, PNorm = 344.3787, GNorm = 0.1966, lr_0 = 9.9680e-04
Validation prc-auc = 0.067910
Epoch 4844
Loss = 4.0034e-02, PNorm = 344.4182, GNorm = 0.2407, lr_0 = 9.9680e-04
Validation prc-auc = 0.075780
Epoch 4845
Loss = 4.9439e-02, PNorm = 344.4556, GNorm = 1.8190, lr_0 = 9.9680e-04
Validation prc-auc = 0.065858
Epoch 4846
Loss = 3.5189e-02, PNorm = 344.5008, GNorm = 0.4588, lr_0 = 9.9680e-04
Validation prc-auc = 0.066977
Epoch 4847
Loss = 1.0449e-01, PNorm = 344.5328, GNorm = 1.3673, lr_0 = 9.9679e-04
Validation prc-auc = 0.052018
Epoch 4848
Loss = 2.9319e-02, PNorm = 344.5751, GNorm = 2.3545, lr_0 = 9.9679e-04
Validation prc-auc = 0.047214
Epoch 4849
Loss = 6.1452e-02, PNorm = 344.6175, GNorm = 2.8227, lr_0 = 9.9679e-04
Loss = 2.0177e-02, PNorm = 344.6405, GNorm = 0.6541, lr_0 = 9.9679e-04
Validation prc-auc = 0.051989
Epoch 4850
Loss = 2.1571e-02, PNorm = 344.6715, GNorm = 0.0809, lr_0 = 9.9679e-04
Validation prc-auc = 0.049202
Epoch 4851
Loss = 3.3280e-02, PNorm = 344.6985, GNorm = 2.3165, lr_0 = 9.9679e-04
Validation prc-auc = 0.051650
Epoch 4852
Loss = 1.1940e-01, PNorm = 344.7277, GNorm = 0.4398, lr_0 = 9.9679e-04
Validation prc-auc = 0.046053
Epoch 4853
Loss = 5.5439e-02, PNorm = 344.7953, GNorm = 0.5789, lr_0 = 9.9679e-04
Validation prc-auc = 0.042398
Epoch 4854
Loss = 8.3179e-02, PNorm = 344.8475, GNorm = 1.1444, lr_0 = 9.9679e-04
Validation prc-auc = 0.042392
Epoch 4855
Loss = 3.1028e-02, PNorm = 344.8854, GNorm = 0.6965, lr_0 = 9.9679e-04
Validation prc-auc = 0.048471
Epoch 4856
Loss = 3.1595e-02, PNorm = 344.9348, GNorm = 0.5202, lr_0 = 9.9679e-04
Validation prc-auc = 0.059689
Epoch 4857
Loss = 4.4094e-02, PNorm = 344.9736, GNorm = 0.2353, lr_0 = 9.9679e-04
Validation prc-auc = 0.060436
Epoch 4858
Loss = 1.6037e-02, PNorm = 345.0264, GNorm = 0.1324, lr_0 = 9.9679e-04
Validation prc-auc = 0.060117
Epoch 4859
Loss = 4.6558e-03, PNorm = 345.0846, GNorm = 0.1314, lr_0 = 9.9679e-04
Loss = 2.1537e-02, PNorm = 345.1143, GNorm = 0.3434, lr_0 = 9.9678e-04
Validation prc-auc = 0.056978
Epoch 4860
Loss = 6.0643e-02, PNorm = 345.1469, GNorm = 1.3788, lr_0 = 9.9678e-04
Validation prc-auc = 0.054437
Epoch 4861
Loss = 5.6373e-02, PNorm = 345.1883, GNorm = 0.1788, lr_0 = 9.9678e-04
Validation prc-auc = 0.047306
Epoch 4862
Loss = 1.8180e-02, PNorm = 345.2236, GNorm = 0.9821, lr_0 = 9.9678e-04
Validation prc-auc = 0.047404
Epoch 4863
Loss = 2.3533e-02, PNorm = 345.2532, GNorm = 0.4405, lr_0 = 9.9678e-04
Validation prc-auc = 0.042218
Epoch 4864
Loss = 3.2567e-02, PNorm = 345.2833, GNorm = 1.4782, lr_0 = 9.9678e-04
Validation prc-auc = 0.049695
Epoch 4865
Loss = 2.3337e-02, PNorm = 345.3079, GNorm = 0.1244, lr_0 = 9.9678e-04
Validation prc-auc = 0.055271
Epoch 4866
Loss = 4.1894e-02, PNorm = 345.3341, GNorm = 2.6875, lr_0 = 9.9678e-04
Validation prc-auc = 0.053883
Epoch 4867
Loss = 5.1556e-02, PNorm = 345.3856, GNorm = 2.2689, lr_0 = 9.9678e-04
Validation prc-auc = 0.055010
Epoch 4868
Loss = 2.0278e-02, PNorm = 345.4194, GNorm = 0.7058, lr_0 = 9.9678e-04
Validation prc-auc = 0.061390
Epoch 4869
Loss = 2.3793e-02, PNorm = 345.4707, GNorm = 1.3045, lr_0 = 9.9678e-04
Loss = 2.2427e-02, PNorm = 345.5094, GNorm = 0.1841, lr_0 = 9.9678e-04
Validation prc-auc = 0.059726
Epoch 4870
Loss = 1.5726e-02, PNorm = 345.5318, GNorm = 1.1414, lr_0 = 9.9678e-04
Validation prc-auc = 0.060627
Epoch 4871
Loss = 4.5976e-02, PNorm = 345.5555, GNorm = 0.2147, lr_0 = 9.9678e-04
Validation prc-auc = 0.047860
Epoch 4872
Loss = 1.3914e-02, PNorm = 345.5868, GNorm = 0.2565, lr_0 = 9.9678e-04
Validation prc-auc = 0.045810
Epoch 4873
Loss = 4.8381e-02, PNorm = 345.6021, GNorm = 0.4476, lr_0 = 9.9677e-04
Validation prc-auc = 0.048150
Epoch 4874
Loss = 2.8368e-02, PNorm = 345.6333, GNorm = 0.1794, lr_0 = 9.9677e-04
Validation prc-auc = 0.059306
Epoch 4875
Loss = 8.7291e-03, PNorm = 345.6720, GNorm = 0.2775, lr_0 = 9.9677e-04
Validation prc-auc = 0.061797
Epoch 4876
Loss = 3.1673e-02, PNorm = 345.6949, GNorm = 0.6793, lr_0 = 9.9677e-04
Validation prc-auc = 0.049408
Epoch 4877
Loss = 5.0695e-02, PNorm = 345.7403, GNorm = 2.9928, lr_0 = 9.9677e-04
Validation prc-auc = 0.052822
Epoch 4878
Loss = 1.5410e-02, PNorm = 345.7867, GNorm = 0.0571, lr_0 = 9.9677e-04
Validation prc-auc = 0.046326
Epoch 4879
Loss = 3.2233e-02, PNorm = 345.8239, GNorm = 1.2124, lr_0 = 9.9677e-04
Loss = 1.6175e-02, PNorm = 345.8539, GNorm = 0.4719, lr_0 = 9.9677e-04
Validation prc-auc = 0.053112
Epoch 4880
Loss = 2.7992e-02, PNorm = 345.8758, GNorm = 2.0936, lr_0 = 9.9677e-04
Validation prc-auc = 0.055825
Epoch 4881
Loss = 3.9875e-02, PNorm = 345.9052, GNorm = 1.7766, lr_0 = 9.9677e-04
Validation prc-auc = 0.056319
Epoch 4882
Loss = 1.5431e-02, PNorm = 345.9408, GNorm = 0.3378, lr_0 = 9.9677e-04
Validation prc-auc = 0.046847
Epoch 4883
Loss = 3.4657e-02, PNorm = 345.9829, GNorm = 0.6061, lr_0 = 9.9677e-04
Validation prc-auc = 0.046407
Epoch 4884
Loss = 3.1815e-02, PNorm = 346.0123, GNorm = 2.6412, lr_0 = 9.9677e-04
Validation prc-auc = 0.043212
Epoch 4885
Loss = 1.5815e-02, PNorm = 346.0480, GNorm = 0.4134, lr_0 = 9.9677e-04
Validation prc-auc = 0.045191
Epoch 4886
Loss = 4.9647e-02, PNorm = 346.0835, GNorm = 2.3287, lr_0 = 9.9677e-04
Validation prc-auc = 0.054689
Epoch 4887
Loss = 6.3511e-02, PNorm = 346.1375, GNorm = 1.7282, lr_0 = 9.9676e-04
Validation prc-auc = 0.064610
Epoch 4888
Loss = 6.8944e-03, PNorm = 346.1831, GNorm = 0.2051, lr_0 = 9.9676e-04
Validation prc-auc = 0.052472
Epoch 4889
Loss = 6.1421e-03, PNorm = 346.2079, GNorm = 0.2817, lr_0 = 9.9676e-04
Loss = 3.8578e-02, PNorm = 346.2535, GNorm = 0.3408, lr_0 = 9.9676e-04
Validation prc-auc = 0.039180
Epoch 4890
Loss = 1.8256e-02, PNorm = 346.3002, GNorm = 1.2422, lr_0 = 9.9676e-04
Validation prc-auc = 0.038422
Epoch 4891
Loss = 3.5417e-02, PNorm = 346.3305, GNorm = 0.7234, lr_0 = 9.9676e-04
Validation prc-auc = 0.039942
Epoch 4892
Loss = 2.5388e-02, PNorm = 346.3664, GNorm = 0.1371, lr_0 = 9.9676e-04
Validation prc-auc = 0.052515
Epoch 4893
Loss = 4.5039e-02, PNorm = 346.4036, GNorm = 0.8832, lr_0 = 9.9676e-04
Validation prc-auc = 0.046032
Epoch 4894
Loss = 1.7474e-02, PNorm = 346.4311, GNorm = 0.9297, lr_0 = 9.9676e-04
Validation prc-auc = 0.036741
Epoch 4895
Loss = 1.0030e-02, PNorm = 346.4634, GNorm = 0.5776, lr_0 = 9.9676e-04
Validation prc-auc = 0.040649
Epoch 4896
Loss = 2.5103e-02, PNorm = 346.5122, GNorm = 0.1151, lr_0 = 9.9676e-04
Validation prc-auc = 0.037845
Epoch 4897
Loss = 1.5573e-03, PNorm = 346.5458, GNorm = 0.0929, lr_0 = 9.9676e-04
Validation prc-auc = 0.037867
Epoch 4898
Loss = 9.4887e-03, PNorm = 346.5676, GNorm = 0.0618, lr_0 = 9.9676e-04
Validation prc-auc = 0.037221
Epoch 4899
Loss = 1.4982e-02, PNorm = 346.5963, GNorm = 1.1056, lr_0 = 9.9676e-04
Loss = 4.0337e-02, PNorm = 346.6413, GNorm = 1.4650, lr_0 = 9.9675e-04
Validation prc-auc = 0.044084
Epoch 4900
Loss = 7.4360e-02, PNorm = 346.6978, GNorm = 1.5678, lr_0 = 9.9675e-04
Validation prc-auc = 0.029929
Epoch 4901
Loss = 3.4398e-02, PNorm = 346.7453, GNorm = 1.5825, lr_0 = 9.9675e-04
Validation prc-auc = 0.029230
Epoch 4902
Loss = 3.9194e-02, PNorm = 346.8003, GNorm = 1.3070, lr_0 = 9.9675e-04
Validation prc-auc = 0.025867
Epoch 4903
Loss = 5.1868e-02, PNorm = 346.8510, GNorm = 0.5514, lr_0 = 9.9675e-04
Validation prc-auc = 0.025373
Epoch 4904
Loss = 2.3980e-02, PNorm = 346.8959, GNorm = 0.2035, lr_0 = 9.9675e-04
Validation prc-auc = 0.026855
Epoch 4905
Loss = 3.9307e-02, PNorm = 346.9341, GNorm = 0.2508, lr_0 = 9.9675e-04
Validation prc-auc = 0.027751
Epoch 4906
Loss = 2.6771e-02, PNorm = 346.9605, GNorm = 1.7204, lr_0 = 9.9675e-04
Validation prc-auc = 0.029420
Epoch 4907
Loss = 2.9439e-02, PNorm = 346.9880, GNorm = 0.2274, lr_0 = 9.9675e-04
Validation prc-auc = 0.029431
Epoch 4908
Loss = 2.8175e-02, PNorm = 347.0197, GNorm = 1.5871, lr_0 = 9.9675e-04
Validation prc-auc = 0.033668
Epoch 4909
Loss = 3.4957e-02, PNorm = 347.0409, GNorm = 0.9995, lr_0 = 9.9675e-04
Loss = 8.8270e-03, PNorm = 347.0664, GNorm = 0.1977, lr_0 = 9.9675e-04
Validation prc-auc = 0.034375
Epoch 4910
Loss = 2.9957e-02, PNorm = 347.0908, GNorm = 1.5859, lr_0 = 9.9675e-04
Validation prc-auc = 0.038797
Epoch 4911
Loss = 3.0007e-02, PNorm = 347.1231, GNorm = 2.9614, lr_0 = 9.9675e-04
Validation prc-auc = 0.040745
Epoch 4912
Loss = 2.0045e-02, PNorm = 347.1482, GNorm = 1.9771, lr_0 = 9.9675e-04
Validation prc-auc = 0.040344
Epoch 4913
Loss = 2.1017e-02, PNorm = 347.1860, GNorm = 0.3998, lr_0 = 9.9674e-04
Validation prc-auc = 0.038395
Epoch 4914
Loss = 4.5302e-02, PNorm = 347.2207, GNorm = 0.1067, lr_0 = 9.9674e-04
Validation prc-auc = 0.038923
Epoch 4915
Loss = 9.8407e-03, PNorm = 347.2442, GNorm = 0.8561, lr_0 = 9.9674e-04
Validation prc-auc = 0.039532
Epoch 4916
Loss = 1.5591e-02, PNorm = 347.2844, GNorm = 3.1118, lr_0 = 9.9674e-04
Validation prc-auc = 0.029405
Epoch 4917
Loss = 3.6956e-02, PNorm = 347.3393, GNorm = 1.1114, lr_0 = 9.9674e-04
Validation prc-auc = 0.025864
Epoch 4918
Loss = 4.2876e-02, PNorm = 347.3910, GNorm = 2.5338, lr_0 = 9.9674e-04
Validation prc-auc = 0.023995
Epoch 4919
Loss = 3.9958e-03, PNorm = 347.4368, GNorm = 0.1770, lr_0 = 9.9674e-04
Loss = 3.1436e-02, PNorm = 347.4667, GNorm = 1.4764, lr_0 = 9.9674e-04
Validation prc-auc = 0.022120
Epoch 4920
Loss = 2.0189e-02, PNorm = 347.5015, GNorm = 1.3240, lr_0 = 9.9674e-04
Validation prc-auc = 0.026679
Epoch 4921
Loss = 2.3055e-02, PNorm = 347.5449, GNorm = 0.1331, lr_0 = 9.9674e-04
Validation prc-auc = 0.035247
Epoch 4922
Loss = 3.5277e-02, PNorm = 347.5927, GNorm = 1.0978, lr_0 = 9.9674e-04
Validation prc-auc = 0.031861
Epoch 4923
Loss = 4.2034e-02, PNorm = 347.6504, GNorm = 1.8369, lr_0 = 9.9674e-04
Validation prc-auc = 0.031234
Epoch 4924
Loss = 8.3488e-03, PNorm = 347.6905, GNorm = 0.8737, lr_0 = 9.9674e-04
Validation prc-auc = 0.027764
Epoch 4925
Loss = 4.7547e-02, PNorm = 347.7209, GNorm = 1.3372, lr_0 = 9.9674e-04
Validation prc-auc = 0.032523
Epoch 4926
Loss = 5.5664e-02, PNorm = 347.7680, GNorm = 2.0330, lr_0 = 9.9673e-04
Validation prc-auc = 0.029136
Epoch 4927
Loss = 3.5129e-02, PNorm = 347.8206, GNorm = 0.7196, lr_0 = 9.9673e-04
Validation prc-auc = 0.031576
Epoch 4928
Loss = 1.5226e-02, PNorm = 347.8600, GNorm = 0.3351, lr_0 = 9.9673e-04
Validation prc-auc = 0.025822
Epoch 4929
Loss = 2.4114e-01, PNorm = 347.8979, GNorm = 2.5343, lr_0 = 9.9673e-04
Loss = 4.2447e-02, PNorm = 347.9366, GNorm = 0.7082, lr_0 = 9.9673e-04
Validation prc-auc = 0.026504
Epoch 4930
Loss = 6.1686e-02, PNorm = 347.9899, GNorm = 0.0943, lr_0 = 9.9673e-04
Validation prc-auc = 0.027133
Epoch 4931
Loss = 1.6529e-02, PNorm = 348.0381, GNorm = 1.1864, lr_0 = 9.9673e-04
Validation prc-auc = 0.024761
Epoch 4932
Loss = 5.1692e-02, PNorm = 348.0672, GNorm = 0.7872, lr_0 = 9.9673e-04
Validation prc-auc = 0.027062
Epoch 4933
Loss = 2.2519e-02, PNorm = 348.1011, GNorm = 0.5052, lr_0 = 9.9673e-04
Validation prc-auc = 0.032824
Epoch 4934
Loss = 2.6853e-02, PNorm = 348.1391, GNorm = 0.2029, lr_0 = 9.9673e-04
Validation prc-auc = 0.033450
Epoch 4935
Loss = 2.0407e-02, PNorm = 348.1603, GNorm = 0.1507, lr_0 = 9.9673e-04
Validation prc-auc = 0.035192
Epoch 4936
Loss = 9.0416e-03, PNorm = 348.1835, GNorm = 0.0929, lr_0 = 9.9673e-04
Validation prc-auc = 0.035072
Epoch 4937
Loss = 1.3549e-02, PNorm = 348.1970, GNorm = 0.0861, lr_0 = 9.9673e-04
Validation prc-auc = 0.034338
Epoch 4938
Loss = 7.7737e-02, PNorm = 348.2100, GNorm = 3.5036, lr_0 = 9.9673e-04
Validation prc-auc = 0.034499
Epoch 4939
Loss = 7.1704e-03, PNorm = 348.2513, GNorm = 0.2767, lr_0 = 9.9673e-04
Loss = 2.3525e-02, PNorm = 348.2843, GNorm = 2.4500, lr_0 = 9.9672e-04
Validation prc-auc = 0.043380
Epoch 4940
Loss = 2.3596e-02, PNorm = 348.3130, GNorm = 0.1739, lr_0 = 9.9672e-04
Validation prc-auc = 0.043590
Epoch 4941
Loss = 4.0918e-02, PNorm = 348.3511, GNorm = 0.5038, lr_0 = 9.9672e-04
Validation prc-auc = 0.045145
Epoch 4942
Loss = 4.7058e-02, PNorm = 348.4031, GNorm = 1.9068, lr_0 = 9.9672e-04
Validation prc-auc = 0.041846
Epoch 4943
Loss = 6.2473e-02, PNorm = 348.4556, GNorm = 0.8789, lr_0 = 9.9672e-04
Validation prc-auc = 0.039702
Epoch 4944
Loss = 4.9800e-02, PNorm = 348.5066, GNorm = 0.1751, lr_0 = 9.9672e-04
Validation prc-auc = 0.044139
Epoch 4945
Loss = 1.4861e-02, PNorm = 348.5492, GNorm = 0.1184, lr_0 = 9.9672e-04
Validation prc-auc = 0.042606
Epoch 4946
Loss = 2.4384e-02, PNorm = 348.5747, GNorm = 1.5121, lr_0 = 9.9672e-04
Validation prc-auc = 0.046529
Epoch 4947
Loss = 9.3217e-03, PNorm = 348.6010, GNorm = 1.0410, lr_0 = 9.9672e-04
Validation prc-auc = 0.054857
Epoch 4948
Loss = 4.9707e-02, PNorm = 348.6298, GNorm = 0.8280, lr_0 = 9.9672e-04
Validation prc-auc = 0.053915
Epoch 4949
Loss = 7.0639e-02, PNorm = 348.6577, GNorm = 2.9900, lr_0 = 9.9672e-04
Loss = 2.4046e-02, PNorm = 348.6843, GNorm = 2.3107, lr_0 = 9.9672e-04
Validation prc-auc = 0.040037
Epoch 4950
Loss = 2.0312e-02, PNorm = 348.7141, GNorm = 0.0300, lr_0 = 9.9672e-04
Validation prc-auc = 0.043985
Epoch 4951
Loss = 1.5878e-02, PNorm = 348.7382, GNorm = 2.0943, lr_0 = 9.9672e-04
Validation prc-auc = 0.053162
Epoch 4952
Loss = 4.6814e-03, PNorm = 348.7611, GNorm = 0.1382, lr_0 = 9.9671e-04
Validation prc-auc = 0.056946
Epoch 4953
Loss = 1.7886e-02, PNorm = 348.7800, GNorm = 0.5229, lr_0 = 9.9671e-04
Validation prc-auc = 0.058345
Epoch 4954
Loss = 8.8356e-03, PNorm = 348.8035, GNorm = 0.9538, lr_0 = 9.9671e-04
Validation prc-auc = 0.054895
Epoch 4955
Loss = 9.2046e-03, PNorm = 348.8265, GNorm = 0.2084, lr_0 = 9.9671e-04
Validation prc-auc = 0.064728
Epoch 4956
Loss = 3.8428e-02, PNorm = 348.8496, GNorm = 0.1608, lr_0 = 9.9671e-04
Validation prc-auc = 0.059703
Epoch 4957
Loss = 7.2924e-03, PNorm = 348.8781, GNorm = 0.5960, lr_0 = 9.9671e-04
Validation prc-auc = 0.054083
Epoch 4958
Loss = 6.0171e-03, PNorm = 348.9079, GNorm = 0.0157, lr_0 = 9.9671e-04
Validation prc-auc = 0.050495
Epoch 4959
Loss = 7.4441e-03, PNorm = 348.9319, GNorm = 0.2798, lr_0 = 9.9671e-04
Loss = 3.4709e-02, PNorm = 348.9576, GNorm = 0.0683, lr_0 = 9.9671e-04
Validation prc-auc = 0.046761
Epoch 4960
Loss = 2.2582e-02, PNorm = 348.9850, GNorm = 1.0367, lr_0 = 9.9671e-04
Validation prc-auc = 0.045766
Epoch 4961
Loss = 2.4898e-02, PNorm = 349.0133, GNorm = 0.5240, lr_0 = 9.9671e-04
Validation prc-auc = 0.048577
Epoch 4962
Loss = 6.5778e-03, PNorm = 349.0378, GNorm = 0.2021, lr_0 = 9.9671e-04
Validation prc-auc = 0.047619
Epoch 4963
Loss = 2.4316e-02, PNorm = 349.0539, GNorm = 0.0445, lr_0 = 9.9671e-04
Validation prc-auc = 0.050132
Epoch 4964
Loss = 4.7972e-02, PNorm = 349.0740, GNorm = 0.0161, lr_0 = 9.9671e-04
Validation prc-auc = 0.047805
Epoch 4965
Loss = 1.4136e-02, PNorm = 349.0948, GNorm = 0.0288, lr_0 = 9.9671e-04
Validation prc-auc = 0.044160
Epoch 4966
Loss = 9.3365e-03, PNorm = 349.1089, GNorm = 1.3162, lr_0 = 9.9670e-04
Validation prc-auc = 0.038266
Epoch 4967
Loss = 4.1490e-02, PNorm = 349.1227, GNorm = 0.2466, lr_0 = 9.9670e-04
Validation prc-auc = 0.043870
Epoch 4968
Loss = 1.4695e-02, PNorm = 349.1762, GNorm = 1.0469, lr_0 = 9.9670e-04
Validation prc-auc = 0.040413
Epoch 4969
Loss = 7.9041e-03, PNorm = 349.2356, GNorm = 0.4541, lr_0 = 9.9670e-04
Loss = 2.2640e-02, PNorm = 349.2739, GNorm = 0.0847, lr_0 = 9.9670e-04
Validation prc-auc = 0.048138
Epoch 4970
Loss = 2.7743e-02, PNorm = 349.2975, GNorm = 0.0286, lr_0 = 9.9670e-04
Validation prc-auc = 0.053444
Epoch 4971
Loss = 4.0076e-02, PNorm = 349.3243, GNorm = 2.2446, lr_0 = 9.9670e-04
Validation prc-auc = 0.054745
Epoch 4972
Loss = 7.6628e-02, PNorm = 349.3753, GNorm = 3.6942, lr_0 = 9.9670e-04
Validation prc-auc = 0.052918
Epoch 4973
Loss = 8.2360e-03, PNorm = 349.4370, GNorm = 0.6266, lr_0 = 9.9670e-04
Validation prc-auc = 0.057981
Epoch 4974
Loss = 2.0582e-02, PNorm = 349.4754, GNorm = 0.5687, lr_0 = 9.9670e-04
Validation prc-auc = 0.061689
Epoch 4975
Loss = 4.1795e-02, PNorm = 349.5207, GNorm = 2.6819, lr_0 = 9.9670e-04
Validation prc-auc = 0.054219
Epoch 4976
Loss = 2.3781e-02, PNorm = 349.5568, GNorm = 1.1291, lr_0 = 9.9670e-04
Validation prc-auc = 0.043370
Epoch 4977
Loss = 1.2844e-02, PNorm = 349.6018, GNorm = 0.8339, lr_0 = 9.9670e-04
Validation prc-auc = 0.038268
Epoch 4978
Loss = 3.6886e-03, PNorm = 349.6569, GNorm = 0.0218, lr_0 = 9.9670e-04
Validation prc-auc = 0.043248
Epoch 4979
Loss = 2.4952e-02, PNorm = 349.6895, GNorm = 0.9233, lr_0 = 9.9670e-04
Loss = 3.7751e-02, PNorm = 349.7104, GNorm = 2.2615, lr_0 = 9.9669e-04
Validation prc-auc = 0.041703
Epoch 4980
Loss = 4.4900e-02, PNorm = 349.7611, GNorm = 0.1913, lr_0 = 9.9669e-04
Validation prc-auc = 0.058023
Epoch 4981
Loss = 2.9959e-02, PNorm = 349.8230, GNorm = 0.2654, lr_0 = 9.9669e-04
Validation prc-auc = 0.057243
Epoch 4982
Loss = 6.1778e-03, PNorm = 349.8538, GNorm = 0.0743, lr_0 = 9.9669e-04
Validation prc-auc = 0.057743
Epoch 4983
Loss = 5.5883e-03, PNorm = 349.8737, GNorm = 0.0885, lr_0 = 9.9669e-04
Validation prc-auc = 0.057562
Epoch 4984
Loss = 1.0204e-02, PNorm = 349.8965, GNorm = 0.8048, lr_0 = 9.9669e-04
Validation prc-auc = 0.054509
Epoch 4985
Loss = 9.1349e-03, PNorm = 349.9169, GNorm = 1.5501, lr_0 = 9.9669e-04
Validation prc-auc = 0.050670
Epoch 4986
Loss = 1.3323e-02, PNorm = 349.9350, GNorm = 0.5959, lr_0 = 9.9669e-04
Validation prc-auc = 0.049711
Epoch 4987
Loss = 4.3253e-03, PNorm = 349.9657, GNorm = 0.1082, lr_0 = 9.9669e-04
Validation prc-auc = 0.047250
Epoch 4988
Loss = 1.5967e-02, PNorm = 349.9821, GNorm = 1.9835, lr_0 = 9.9669e-04
Validation prc-auc = 0.039462
Epoch 4989
Loss = 1.0228e-02, PNorm = 350.0160, GNorm = 0.4567, lr_0 = 9.9669e-04
Loss = 4.7237e-02, PNorm = 350.0584, GNorm = 0.9038, lr_0 = 9.9669e-04
Validation prc-auc = 0.042194
Epoch 4990
Loss = 1.8244e-02, PNorm = 350.1058, GNorm = 2.2177, lr_0 = 9.9669e-04
Validation prc-auc = 0.047677
Epoch 4991
Loss = 1.1226e-02, PNorm = 350.1445, GNorm = 1.2684, lr_0 = 9.9669e-04
Validation prc-auc = 0.050344
Epoch 4992
Loss = 2.2517e-02, PNorm = 350.1639, GNorm = 0.8047, lr_0 = 9.9668e-04
Validation prc-auc = 0.048098
Epoch 4993
Loss = 4.4374e-02, PNorm = 350.1811, GNorm = 1.4731, lr_0 = 9.9668e-04
Validation prc-auc = 0.050863
Epoch 4994
Loss = 6.5067e-03, PNorm = 350.2013, GNorm = 0.1798, lr_0 = 9.9668e-04
Validation prc-auc = 0.051913
Epoch 4995
Loss = 8.0403e-03, PNorm = 350.2210, GNorm = 0.1327, lr_0 = 9.9668e-04
Validation prc-auc = 0.046981
Epoch 4996
Loss = 9.2580e-03, PNorm = 350.2340, GNorm = 0.3041, lr_0 = 9.9668e-04
Validation prc-auc = 0.041638
Epoch 4997
Loss = 2.6946e-02, PNorm = 350.2477, GNorm = 1.6892, lr_0 = 9.9668e-04
Validation prc-auc = 0.034450
Epoch 4998
Loss = 3.0720e-02, PNorm = 350.2691, GNorm = 1.4431, lr_0 = 9.9668e-04
Validation prc-auc = 0.041551
Epoch 4999
Loss = 3.9504e-02, PNorm = 350.3026, GNorm = 1.5556, lr_0 = 9.9668e-04
Loss = 7.1234e-02, PNorm = 350.3421, GNorm = 0.0780, lr_0 = 9.9668e-04
Validation prc-auc = 0.043813
Epoch 5000
Loss = 3.8989e-02, PNorm = 350.3897, GNorm = 0.8160, lr_0 = 9.9668e-04
Validation prc-auc = 0.042258
Epoch 5001
Loss = 4.4193e-02, PNorm = 350.4195, GNorm = 0.5273, lr_0 = 9.9668e-04
Validation prc-auc = 0.032248
Epoch 5002
Loss = 2.4002e-02, PNorm = 350.4733, GNorm = 0.2080, lr_0 = 9.9668e-04
Validation prc-auc = 0.044409
Epoch 5003
Loss = 4.1550e-02, PNorm = 350.5151, GNorm = 0.1637, lr_0 = 9.9668e-04
Validation prc-auc = 0.045972
Epoch 5004
Loss = 3.0433e-02, PNorm = 350.5426, GNorm = 0.2390, lr_0 = 9.9668e-04
Validation prc-auc = 0.045682
Epoch 5005
Loss = 2.0548e-02, PNorm = 350.5759, GNorm = 0.2909, lr_0 = 9.9668e-04
Validation prc-auc = 0.040417
Epoch 5006
Loss = 2.5409e-02, PNorm = 350.6123, GNorm = 1.4837, lr_0 = 9.9667e-04
Validation prc-auc = 0.041401
Epoch 5007
Loss = 6.9605e-02, PNorm = 350.6493, GNorm = 1.1533, lr_0 = 9.9667e-04
Validation prc-auc = 0.043884
Epoch 5008
Loss = 1.2802e-02, PNorm = 350.6889, GNorm = 0.4597, lr_0 = 9.9667e-04
Validation prc-auc = 0.051168
Epoch 5009
Loss = 7.2189e-03, PNorm = 350.7308, GNorm = 0.2442, lr_0 = 9.9667e-04
Loss = 2.8568e-02, PNorm = 350.7575, GNorm = 1.7056, lr_0 = 9.9667e-04
Validation prc-auc = 0.046432
Epoch 5010
Loss = 7.6685e-02, PNorm = 350.7909, GNorm = 0.6601, lr_0 = 9.9667e-04
Validation prc-auc = 0.036152
Epoch 5011
Loss = 3.4650e-02, PNorm = 350.8333, GNorm = 0.9507, lr_0 = 9.9667e-04
Validation prc-auc = 0.050982
Epoch 5012
Loss = 3.7262e-02, PNorm = 350.8772, GNorm = 0.4947, lr_0 = 9.9667e-04
Validation prc-auc = 0.046133
Epoch 5013
Loss = 1.3750e-02, PNorm = 350.9113, GNorm = 0.2402, lr_0 = 9.9667e-04
Validation prc-auc = 0.046150
Epoch 5014
Loss = 2.5148e-02, PNorm = 350.9413, GNorm = 0.3065, lr_0 = 9.9667e-04
Validation prc-auc = 0.046799
Epoch 5015
Loss = 4.0212e-02, PNorm = 350.9655, GNorm = 1.3379, lr_0 = 9.9667e-04
Validation prc-auc = 0.044596
Epoch 5016
Loss = 1.6701e-02, PNorm = 350.9907, GNorm = 0.2349, lr_0 = 9.9667e-04
Validation prc-auc = 0.052465
Epoch 5017
Loss = 3.3373e-02, PNorm = 351.0184, GNorm = 1.3965, lr_0 = 9.9667e-04
Validation prc-auc = 0.040099
Epoch 5018
Loss = 2.1895e-03, PNorm = 351.0476, GNorm = 0.1277, lr_0 = 9.9667e-04
Validation prc-auc = 0.042375
Epoch 5019
Loss = 3.2438e-03, PNorm = 351.0854, GNorm = 0.1592, lr_0 = 9.9666e-04
Loss = 1.7725e-02, PNorm = 351.1207, GNorm = 0.0653, lr_0 = 9.9666e-04
Validation prc-auc = 0.056281
Epoch 5020
Loss = 1.0340e-01, PNorm = 351.1534, GNorm = 1.3066, lr_0 = 9.9666e-04
Validation prc-auc = 0.051229
Epoch 5021
Loss = 2.3570e-02, PNorm = 351.2039, GNorm = 0.4964, lr_0 = 9.9666e-04
Validation prc-auc = 0.038734
Epoch 5022
Loss = 1.0105e-01, PNorm = 351.2527, GNorm = 0.0913, lr_0 = 9.9666e-04
Validation prc-auc = 0.043022
Epoch 5023
Loss = 2.4466e-02, PNorm = 351.2890, GNorm = 1.4129, lr_0 = 9.9666e-04
Validation prc-auc = 0.038893
Epoch 5024
Loss = 1.4039e-02, PNorm = 351.3298, GNorm = 1.2211, lr_0 = 9.9666e-04
Validation prc-auc = 0.034541
Epoch 5025
Loss = 2.7213e-02, PNorm = 351.3597, GNorm = 0.5914, lr_0 = 9.9666e-04
Validation prc-auc = 0.047269
Epoch 5026
Loss = 2.0568e-02, PNorm = 351.3991, GNorm = 0.8218, lr_0 = 9.9666e-04
Validation prc-auc = 0.046023
Epoch 5027
Loss = 8.6284e-02, PNorm = 351.4403, GNorm = 1.9702, lr_0 = 9.9666e-04
Validation prc-auc = 0.035927
Epoch 5028
Loss = 2.0243e-02, PNorm = 351.4881, GNorm = 1.1087, lr_0 = 9.9666e-04
Validation prc-auc = 0.043554
Epoch 5029
Loss = 1.5798e-02, PNorm = 351.5388, GNorm = 1.0684, lr_0 = 9.9666e-04
Loss = 4.7748e-02, PNorm = 351.5676, GNorm = 1.4691, lr_0 = 9.9666e-04
Validation prc-auc = 0.044681
Epoch 5030
Loss = 1.1538e-01, PNorm = 351.6201, GNorm = 1.2139, lr_0 = 9.9666e-04
Validation prc-auc = 0.025957
Epoch 5031
Loss = 2.5973e-02, PNorm = 351.6904, GNorm = 0.6104, lr_0 = 9.9666e-04
Validation prc-auc = 0.025471
Epoch 5032
Loss = 5.9011e-02, PNorm = 351.7387, GNorm = 3.1689, lr_0 = 9.9665e-04
Validation prc-auc = 0.029837
Epoch 5033
Loss = 7.5895e-03, PNorm = 351.7725, GNorm = 0.0413, lr_0 = 9.9665e-04
Validation prc-auc = 0.033088
Epoch 5034
Loss = 2.4402e-02, PNorm = 351.8007, GNorm = 0.1602, lr_0 = 9.9665e-04
Validation prc-auc = 0.034862
Epoch 5035
Loss = 2.8361e-02, PNorm = 351.8224, GNorm = 1.3693, lr_0 = 9.9665e-04
Validation prc-auc = 0.039199
Epoch 5036
Loss = 1.8156e-02, PNorm = 351.8458, GNorm = 0.6221, lr_0 = 9.9665e-04
Validation prc-auc = 0.038990
Epoch 5037
Loss = 3.6186e-02, PNorm = 351.8915, GNorm = 0.2241, lr_0 = 9.9665e-04
Validation prc-auc = 0.034335
Epoch 5038
Loss = 1.0804e-02, PNorm = 351.9303, GNorm = 0.9386, lr_0 = 9.9665e-04
Validation prc-auc = 0.046408
Epoch 5039
Loss = 1.8182e-01, PNorm = 351.9540, GNorm = 1.7904, lr_0 = 9.9665e-04
Loss = 5.8860e-02, PNorm = 352.0040, GNorm = 1.2592, lr_0 = 9.9665e-04
Validation prc-auc = 0.042483
Epoch 5040
Loss = 3.3808e-02, PNorm = 352.0486, GNorm = 0.2100, lr_0 = 9.9665e-04
Validation prc-auc = 0.048016
Epoch 5041
Loss = 6.0282e-02, PNorm = 352.0959, GNorm = 0.1513, lr_0 = 9.9665e-04
Validation prc-auc = 0.034750
Epoch 5042
Loss = 3.3829e-02, PNorm = 352.1389, GNorm = 0.3879, lr_0 = 9.9665e-04
Validation prc-auc = 0.028169
Epoch 5043
Loss = 2.1227e-02, PNorm = 352.1745, GNorm = 0.5037, lr_0 = 9.9665e-04
Validation prc-auc = 0.031042
Epoch 5044
Loss = 3.0951e-02, PNorm = 352.2058, GNorm = 0.0995, lr_0 = 9.9665e-04
Validation prc-auc = 0.035106
Epoch 5045
Loss = 4.8559e-02, PNorm = 352.2338, GNorm = 2.3336, lr_0 = 9.9664e-04
Validation prc-auc = 0.034177
Epoch 5046
Loss = 3.0471e-02, PNorm = 352.2661, GNorm = 0.1641, lr_0 = 9.9664e-04
Validation prc-auc = 0.031672
Epoch 5047
Loss = 1.9185e-02, PNorm = 352.2997, GNorm = 1.4203, lr_0 = 9.9664e-04
Validation prc-auc = 0.030025
Epoch 5048
Loss = 6.3178e-02, PNorm = 352.3296, GNorm = 2.3959, lr_0 = 9.9664e-04
Validation prc-auc = 0.033969
Epoch 5049
Loss = 2.0395e-02, PNorm = 352.3594, GNorm = 0.8400, lr_0 = 9.9664e-04
Loss = 3.4956e-02, PNorm = 352.3951, GNorm = 1.9150, lr_0 = 9.9664e-04
Validation prc-auc = 0.034627
Epoch 5050
Loss = 2.5442e-02, PNorm = 352.4241, GNorm = 0.1536, lr_0 = 9.9664e-04
Validation prc-auc = 0.038401
Epoch 5051
Loss = 1.9934e-02, PNorm = 352.4543, GNorm = 1.4871, lr_0 = 9.9664e-04
Validation prc-auc = 0.041873
Epoch 5052
Loss = 2.2113e-02, PNorm = 352.4793, GNorm = 0.6999, lr_0 = 9.9664e-04
Validation prc-auc = 0.035497
Epoch 5053
Loss = 6.0969e-02, PNorm = 352.5044, GNorm = 1.7478, lr_0 = 9.9664e-04
Validation prc-auc = 0.039946
Epoch 5054
Loss = 7.4464e-02, PNorm = 352.5686, GNorm = 2.2602, lr_0 = 9.9664e-04
Validation prc-auc = 0.033555
Epoch 5055
Loss = 5.0036e-02, PNorm = 352.6384, GNorm = 2.0474, lr_0 = 9.9664e-04
Validation prc-auc = 0.031198
Epoch 5056
Loss = 5.2356e-02, PNorm = 352.6912, GNorm = 3.2094, lr_0 = 9.9664e-04
Validation prc-auc = 0.027858
Epoch 5057
Loss = 1.0054e-01, PNorm = 352.7357, GNorm = 0.0606, lr_0 = 9.9664e-04
Validation prc-auc = 0.028877
Epoch 5058
Loss = 8.1950e-03, PNorm = 352.7651, GNorm = 0.1857, lr_0 = 9.9664e-04
Validation prc-auc = 0.036384
Epoch 5059
Loss = 7.0141e-02, PNorm = 352.8136, GNorm = 1.3879, lr_0 = 9.9663e-04
Loss = 3.2553e-02, PNorm = 352.8595, GNorm = 1.2966, lr_0 = 9.9663e-04
Validation prc-auc = 0.038734
Epoch 5060
Loss = 2.4946e-02, PNorm = 352.8960, GNorm = 0.3168, lr_0 = 9.9663e-04
Validation prc-auc = 0.031647
Epoch 5061
Loss = 3.2044e-02, PNorm = 352.9195, GNorm = 0.2471, lr_0 = 9.9663e-04
Validation prc-auc = 0.031416
Epoch 5062
Loss = 2.7860e-02, PNorm = 352.9401, GNorm = 2.4977, lr_0 = 9.9663e-04
Validation prc-auc = 0.037150
Epoch 5063
Loss = 4.5262e-02, PNorm = 352.9752, GNorm = 0.0847, lr_0 = 9.9663e-04
Validation prc-auc = 0.064808
Epoch 5064
Loss = 2.4292e-02, PNorm = 353.0042, GNorm = 0.9865, lr_0 = 9.9663e-04
Validation prc-auc = 0.070936
Epoch 5065
Loss = 2.7100e-02, PNorm = 353.0247, GNorm = 0.2023, lr_0 = 9.9663e-04
Validation prc-auc = 0.061978
Epoch 5066
Loss = 2.9921e-02, PNorm = 353.0480, GNorm = 4.4874, lr_0 = 9.9663e-04
Validation prc-auc = 0.048187
Epoch 5067
Loss = 9.1140e-02, PNorm = 353.0774, GNorm = 0.1537, lr_0 = 9.9663e-04
Validation prc-auc = 0.052221
Epoch 5068
Loss = 2.1303e-02, PNorm = 353.0985, GNorm = 0.6341, lr_0 = 9.9663e-04
Validation prc-auc = 0.052985
Epoch 5069
Loss = 2.2866e-03, PNorm = 353.1141, GNorm = 0.1337, lr_0 = 9.9663e-04
Loss = 2.1912e-02, PNorm = 353.1294, GNorm = 0.7046, lr_0 = 9.9663e-04
Validation prc-auc = 0.054296
Epoch 5070
Loss = 2.0520e-02, PNorm = 353.1557, GNorm = 0.1103, lr_0 = 9.9663e-04
Validation prc-auc = 0.060945
Epoch 5071
Loss = 4.0778e-02, PNorm = 353.1798, GNorm = 2.5272, lr_0 = 9.9663e-04
Validation prc-auc = 0.057258
Epoch 5072
Loss = 2.9924e-02, PNorm = 353.2092, GNorm = 0.0867, lr_0 = 9.9662e-04
Validation prc-auc = 0.057302
Epoch 5073
Loss = 1.9978e-02, PNorm = 353.2353, GNorm = 1.0144, lr_0 = 9.9662e-04
Validation prc-auc = 0.052343
Epoch 5074
Loss = 3.2223e-02, PNorm = 353.2559, GNorm = 1.4975, lr_0 = 9.9662e-04
Validation prc-auc = 0.070909
Epoch 5075
Loss = 2.4243e-02, PNorm = 353.2766, GNorm = 0.0968, lr_0 = 9.9662e-04
Validation prc-auc = 0.066782
Epoch 5076
Loss = 4.8407e-02, PNorm = 353.3124, GNorm = 0.8448, lr_0 = 9.9662e-04
Validation prc-auc = 0.047128
Epoch 5077
Loss = 6.8402e-03, PNorm = 353.3424, GNorm = 0.3459, lr_0 = 9.9662e-04
Validation prc-auc = 0.041448
Epoch 5078
Loss = 1.1952e-02, PNorm = 353.3633, GNorm = 1.1383, lr_0 = 9.9662e-04
Validation prc-auc = 0.038432
Epoch 5079
Loss = 4.6965e-03, PNorm = 353.3864, GNorm = 0.1494, lr_0 = 9.9662e-04
Loss = 1.8414e-02, PNorm = 353.4164, GNorm = 0.1076, lr_0 = 9.9662e-04
Validation prc-auc = 0.038430
Epoch 5080
Loss = 7.3193e-02, PNorm = 353.4475, GNorm = 0.0403, lr_0 = 9.9662e-04
Validation prc-auc = 0.030937
Epoch 5081
Loss = 1.9944e-02, PNorm = 353.4707, GNorm = 0.0672, lr_0 = 9.9662e-04
Validation prc-auc = 0.032951
Epoch 5082
Loss = 3.5688e-02, PNorm = 353.4926, GNorm = 0.1001, lr_0 = 9.9662e-04
Validation prc-auc = 0.037911
Epoch 5083
Loss = 1.7171e-02, PNorm = 353.5146, GNorm = 2.2504, lr_0 = 9.9662e-04
Validation prc-auc = 0.040468
Epoch 5084
Loss = 6.3295e-03, PNorm = 353.5309, GNorm = 0.6669, lr_0 = 9.9662e-04
Validation prc-auc = 0.041036
Epoch 5085
Loss = 2.4792e-02, PNorm = 353.5415, GNorm = 0.5674, lr_0 = 9.9661e-04
Validation prc-auc = 0.045632
Epoch 5086
Loss = 2.2243e-02, PNorm = 353.5644, GNorm = 0.8146, lr_0 = 9.9661e-04
Validation prc-auc = 0.049811
Epoch 5087
Loss = 6.7149e-02, PNorm = 353.5954, GNorm = 0.8603, lr_0 = 9.9661e-04
Validation prc-auc = 0.043676
Epoch 5088
Loss = 7.5907e-03, PNorm = 353.6261, GNorm = 0.1732, lr_0 = 9.9661e-04
Validation prc-auc = 0.040061
Epoch 5089
Loss = 1.9459e-02, PNorm = 353.6499, GNorm = 0.8571, lr_0 = 9.9661e-04
Loss = 2.6959e-02, PNorm = 353.6654, GNorm = 1.8742, lr_0 = 9.9661e-04
Validation prc-auc = 0.039967
Epoch 5090
Loss = 9.3075e-03, PNorm = 353.6790, GNorm = 0.1226, lr_0 = 9.9661e-04
Validation prc-auc = 0.042090
Epoch 5091
Loss = 3.3441e-02, PNorm = 353.6955, GNorm = 1.2021, lr_0 = 9.9661e-04
Validation prc-auc = 0.041783
Epoch 5092
Loss = 1.3226e-02, PNorm = 353.7196, GNorm = 0.2786, lr_0 = 9.9661e-04
Validation prc-auc = 0.043126
Epoch 5093
Loss = 3.5059e-02, PNorm = 353.7383, GNorm = 0.1413, lr_0 = 9.9661e-04
Validation prc-auc = 0.047344
Epoch 5094
Loss = 2.7463e-02, PNorm = 353.7583, GNorm = 0.2424, lr_0 = 9.9661e-04
Validation prc-auc = 0.049788
Epoch 5095
Loss = 7.7441e-03, PNorm = 353.7846, GNorm = 0.7935, lr_0 = 9.9661e-04
Validation prc-auc = 0.052275
Epoch 5096
Loss = 2.4694e-02, PNorm = 353.8246, GNorm = 0.6306, lr_0 = 9.9661e-04
Validation prc-auc = 0.071555
Epoch 5097
Loss = 3.8639e-02, PNorm = 353.8468, GNorm = 1.8566, lr_0 = 9.9661e-04
Validation prc-auc = 0.056786
Epoch 5098
Loss = 2.1480e-02, PNorm = 353.8592, GNorm = 1.7095, lr_0 = 9.9661e-04
Validation prc-auc = 0.058006
Epoch 5099
Loss = 2.4376e-02, PNorm = 353.8830, GNorm = 1.5586, lr_0 = 9.9660e-04
Loss = 3.6139e-02, PNorm = 353.9177, GNorm = 0.2027, lr_0 = 9.9660e-04
Validation prc-auc = 0.075886
Epoch 5100
Loss = 2.7693e-02, PNorm = 353.9500, GNorm = 0.1683, lr_0 = 9.9660e-04
Validation prc-auc = 0.074524
Epoch 5101
Loss = 1.4948e-02, PNorm = 353.9782, GNorm = 0.3446, lr_0 = 9.9660e-04
Validation prc-auc = 0.065320
Epoch 5102
Loss = 3.4383e-02, PNorm = 354.0108, GNorm = 0.2255, lr_0 = 9.9660e-04
Validation prc-auc = 0.062667
Epoch 5103
Loss = 6.9193e-03, PNorm = 354.0412, GNorm = 0.1572, lr_0 = 9.9660e-04
Validation prc-auc = 0.062554
Epoch 5104
Loss = 3.1111e-02, PNorm = 354.0578, GNorm = 1.7224, lr_0 = 9.9660e-04
Validation prc-auc = 0.051249
Epoch 5105
Loss = 2.4352e-02, PNorm = 354.0766, GNorm = 0.8467, lr_0 = 9.9660e-04
Validation prc-auc = 0.058826
Epoch 5106
Loss = 1.2055e-02, PNorm = 354.1011, GNorm = 0.1408, lr_0 = 9.9660e-04
Validation prc-auc = 0.065053
Epoch 5107
Loss = 3.7355e-02, PNorm = 354.1156, GNorm = 0.2303, lr_0 = 9.9660e-04
Validation prc-auc = 0.071781
Epoch 5108
Loss = 4.2719e-03, PNorm = 354.1320, GNorm = 0.0859, lr_0 = 9.9660e-04
Validation prc-auc = 0.049254
Epoch 5109
Loss = 4.9813e-02, PNorm = 354.1515, GNorm = 1.6999, lr_0 = 9.9660e-04
Loss = 6.4441e-02, PNorm = 354.1911, GNorm = 1.3385, lr_0 = 9.9660e-04
Validation prc-auc = 0.058178
Epoch 5110
Loss = 2.2770e-02, PNorm = 354.2443, GNorm = 0.3153, lr_0 = 9.9660e-04
Validation prc-auc = 0.071778
Epoch 5111
Loss = 1.7494e-02, PNorm = 354.2824, GNorm = 1.1595, lr_0 = 9.9659e-04
Validation prc-auc = 0.067820
Epoch 5112
Loss = 1.1918e-02, PNorm = 354.3113, GNorm = 0.5870, lr_0 = 9.9659e-04
Validation prc-auc = 0.065455
Epoch 5113
Loss = 3.1734e-02, PNorm = 354.3377, GNorm = 1.0692, lr_0 = 9.9659e-04
Validation prc-auc = 0.065399
Epoch 5114
Loss = 2.6145e-02, PNorm = 354.3679, GNorm = 1.9691, lr_0 = 9.9659e-04
Validation prc-auc = 0.065467
Epoch 5115
Loss = 5.7671e-02, PNorm = 354.4142, GNorm = 2.0319, lr_0 = 9.9659e-04
Validation prc-auc = 0.061499
Epoch 5116
Loss = 3.2465e-02, PNorm = 354.4434, GNorm = 1.1101, lr_0 = 9.9659e-04
Validation prc-auc = 0.066570
Epoch 5117
Loss = 4.0275e-03, PNorm = 354.4756, GNorm = 0.1786, lr_0 = 9.9659e-04
Validation prc-auc = 0.069919
Epoch 5118
Loss = 6.4560e-03, PNorm = 354.5043, GNorm = 0.4692, lr_0 = 9.9659e-04
Validation prc-auc = 0.066974
Epoch 5119
Loss = 3.0523e-03, PNorm = 354.5247, GNorm = 0.1651, lr_0 = 9.9659e-04
Loss = 3.7989e-02, PNorm = 354.5486, GNorm = 1.0826, lr_0 = 9.9659e-04
Validation prc-auc = 0.062316
Epoch 5120
Loss = 7.1542e-03, PNorm = 354.5774, GNorm = 0.3200, lr_0 = 9.9659e-04
Validation prc-auc = 0.063847
Epoch 5121
Loss = 2.2605e-02, PNorm = 354.5975, GNorm = 0.4993, lr_0 = 9.9659e-04
Validation prc-auc = 0.063328
Epoch 5122
Loss = 2.8092e-02, PNorm = 354.6264, GNorm = 1.6463, lr_0 = 9.9659e-04
Validation prc-auc = 0.062700
Epoch 5123
Loss = 2.5227e-02, PNorm = 354.6537, GNorm = 1.0112, lr_0 = 9.9659e-04
Validation prc-auc = 0.068703
Epoch 5124
Loss = 2.1012e-03, PNorm = 354.6762, GNorm = 0.2758, lr_0 = 9.9659e-04
Validation prc-auc = 0.069551
Epoch 5125
Loss = 9.8307e-03, PNorm = 354.6891, GNorm = 0.2167, lr_0 = 9.9658e-04
Validation prc-auc = 0.075541
Epoch 5126
Loss = 3.3297e-02, PNorm = 354.7061, GNorm = 0.1975, lr_0 = 9.9658e-04
Validation prc-auc = 0.069025
Epoch 5127
Loss = 1.6267e-02, PNorm = 354.7329, GNorm = 0.3168, lr_0 = 9.9658e-04
Validation prc-auc = 0.080689
Epoch 5128
Loss = 5.0029e-02, PNorm = 354.7663, GNorm = 0.0550, lr_0 = 9.9658e-04
Validation prc-auc = 0.077985
Epoch 5129
Loss = 8.3405e-04, PNorm = 354.7903, GNorm = 0.0662, lr_0 = 9.9658e-04
Loss = 2.3664e-02, PNorm = 354.8045, GNorm = 0.0643, lr_0 = 9.9658e-04
Validation prc-auc = 0.076053
Epoch 5130
Loss = 1.9185e-02, PNorm = 354.8193, GNorm = 0.3302, lr_0 = 9.9658e-04
Validation prc-auc = 0.072530
Epoch 5131
Loss = 4.3505e-02, PNorm = 354.8381, GNorm = 0.0859, lr_0 = 9.9658e-04
Validation prc-auc = 0.063859
Epoch 5132
Loss = 3.9400e-02, PNorm = 354.8614, GNorm = 2.7284, lr_0 = 9.9658e-04
Validation prc-auc = 0.055437
Epoch 5133
Loss = 4.2455e-02, PNorm = 354.8880, GNorm = 1.8133, lr_0 = 9.9658e-04
Validation prc-auc = 0.046932
Epoch 5134
Loss = 1.3503e-02, PNorm = 354.9271, GNorm = 0.4511, lr_0 = 9.9658e-04
Validation prc-auc = 0.050352
Epoch 5135
Loss = 9.9834e-03, PNorm = 354.9523, GNorm = 0.8492, lr_0 = 9.9658e-04
Validation prc-auc = 0.047187
Epoch 5136
Loss = 9.2122e-03, PNorm = 354.9656, GNorm = 0.1632, lr_0 = 9.9658e-04
Validation prc-auc = 0.046209
Epoch 5137
Loss = 3.8002e-02, PNorm = 354.9703, GNorm = 0.6584, lr_0 = 9.9658e-04
Validation prc-auc = 0.046706
Epoch 5138
Loss = 4.9621e-02, PNorm = 354.9805, GNorm = 2.4571, lr_0 = 9.9657e-04
Validation prc-auc = 0.049470
Epoch 5139
Loss = 1.7157e-03, PNorm = 355.0175, GNorm = 0.0727, lr_0 = 9.9657e-04
Loss = 7.9295e-03, PNorm = 355.0525, GNorm = 0.1030, lr_0 = 9.9657e-04
Validation prc-auc = 0.059122
Epoch 5140
Loss = 9.3330e-03, PNorm = 355.0690, GNorm = 0.3035, lr_0 = 9.9657e-04
Validation prc-auc = 0.055494
Epoch 5141
Loss = 2.6937e-02, PNorm = 355.0843, GNorm = 2.8453, lr_0 = 9.9657e-04
Validation prc-auc = 0.062966
Epoch 5142
Loss = 1.5952e-02, PNorm = 355.1213, GNorm = 0.0094, lr_0 = 9.9657e-04
Validation prc-auc = 0.062314
Epoch 5143
Loss = 2.8941e-02, PNorm = 355.1464, GNorm = 0.0252, lr_0 = 9.9657e-04
Validation prc-auc = 0.059096
Epoch 5144
Loss = 9.2846e-03, PNorm = 355.1604, GNorm = 0.0603, lr_0 = 9.9657e-04
Validation prc-auc = 0.057301
Epoch 5145
Loss = 1.6334e-02, PNorm = 355.1828, GNorm = 1.1874, lr_0 = 9.9657e-04
Validation prc-auc = 0.061982
Epoch 5146
Loss = 1.5263e-02, PNorm = 355.2167, GNorm = 0.2570, lr_0 = 9.9657e-04
Validation prc-auc = 0.059552
Epoch 5147
Loss = 1.8728e-02, PNorm = 355.2457, GNorm = 0.0197, lr_0 = 9.9657e-04
Validation prc-auc = 0.053384
Epoch 5148
Loss = 3.3967e-03, PNorm = 355.2708, GNorm = 0.3914, lr_0 = 9.9657e-04
Validation prc-auc = 0.047885
Epoch 5149
Loss = 2.2420e-02, PNorm = 355.3021, GNorm = 0.9188, lr_0 = 9.9657e-04
Loss = 2.5173e-02, PNorm = 355.3399, GNorm = 1.7152, lr_0 = 9.9657e-04
Validation prc-auc = 0.061681
Epoch 5150
Loss = 3.6908e-02, PNorm = 355.3689, GNorm = 0.2258, lr_0 = 9.9657e-04
Validation prc-auc = 0.038982
Epoch 5151
Loss = 4.5297e-02, PNorm = 355.4073, GNorm = 0.5128, lr_0 = 9.9656e-04
Validation prc-auc = 0.030928
Epoch 5152
Loss = 3.2819e-02, PNorm = 355.4477, GNorm = 0.2443, lr_0 = 9.9656e-04
Validation prc-auc = 0.029304
Epoch 5153
Loss = 2.7505e-02, PNorm = 355.4771, GNorm = 0.6472, lr_0 = 9.9656e-04
Validation prc-auc = 0.029875
Epoch 5154
Loss = 8.8113e-03, PNorm = 355.4968, GNorm = 0.2120, lr_0 = 9.9656e-04
Validation prc-auc = 0.031291
Epoch 5155
Loss = 5.1610e-03, PNorm = 355.5141, GNorm = 0.1485, lr_0 = 9.9656e-04
Validation prc-auc = 0.037777
Epoch 5156
Loss = 8.2801e-03, PNorm = 355.5260, GNorm = 0.0677, lr_0 = 9.9656e-04
Validation prc-auc = 0.042272
Epoch 5157
Loss = 1.2340e-02, PNorm = 355.5376, GNorm = 0.9456, lr_0 = 9.9656e-04
Validation prc-auc = 0.038848
Epoch 5158
Loss = 2.2341e-03, PNorm = 355.5548, GNorm = 0.0885, lr_0 = 9.9656e-04
Validation prc-auc = 0.046482
Epoch 5159
Loss = 1.4561e-02, PNorm = 355.5884, GNorm = 0.5102, lr_0 = 9.9656e-04
Loss = 1.5220e-02, PNorm = 355.6291, GNorm = 1.8688, lr_0 = 9.9656e-04
Validation prc-auc = 0.042098
Epoch 5160
Loss = 1.7120e-02, PNorm = 355.6560, GNorm = 3.0515, lr_0 = 9.9656e-04
Validation prc-auc = 0.048516
Epoch 5161
Loss = 2.6399e-02, PNorm = 355.6750, GNorm = 1.7113, lr_0 = 9.9656e-04
Validation prc-auc = 0.051082
Epoch 5162
Loss = 3.0477e-02, PNorm = 355.7105, GNorm = 0.1708, lr_0 = 9.9656e-04
Validation prc-auc = 0.049570
Epoch 5163
Loss = 3.2123e-02, PNorm = 355.7505, GNorm = 1.3929, lr_0 = 9.9656e-04
Validation prc-auc = 0.046916
Epoch 5164
Loss = 6.5276e-03, PNorm = 355.7807, GNorm = 0.2423, lr_0 = 9.9656e-04
Validation prc-auc = 0.045612
Epoch 5165
Loss = 1.8133e-02, PNorm = 355.8099, GNorm = 0.1971, lr_0 = 9.9655e-04
Validation prc-auc = 0.051125
Epoch 5166
Loss = 7.1525e-03, PNorm = 355.8328, GNorm = 0.1301, lr_0 = 9.9655e-04
Validation prc-auc = 0.070893
Epoch 5167
Loss = 1.2583e-02, PNorm = 355.8661, GNorm = 0.5779, lr_0 = 9.9655e-04
Validation prc-auc = 0.068137
Epoch 5168
Loss = 9.9545e-02, PNorm = 355.9000, GNorm = 2.3027, lr_0 = 9.9655e-04
Validation prc-auc = 0.069189
Epoch 5169
Loss = 1.1244e-01, PNorm = 355.9575, GNorm = 1.1846, lr_0 = 9.9655e-04
Loss = 6.4255e-02, PNorm = 356.0097, GNorm = 1.8911, lr_0 = 9.9655e-04
Validation prc-auc = 0.046534
Epoch 5170
Loss = 6.8692e-02, PNorm = 356.0719, GNorm = 0.9424, lr_0 = 9.9655e-04
Validation prc-auc = 0.043448
Epoch 5171
Loss = 2.0684e-02, PNorm = 356.1168, GNorm = 0.2255, lr_0 = 9.9655e-04
Validation prc-auc = 0.041240
Epoch 5172
Loss = 1.7695e-02, PNorm = 356.1627, GNorm = 1.0265, lr_0 = 9.9655e-04
Validation prc-auc = 0.046318
Epoch 5173
Loss = 4.2653e-02, PNorm = 356.1925, GNorm = 0.2851, lr_0 = 9.9655e-04
Validation prc-auc = 0.043673
Epoch 5174
Loss = 6.1120e-02, PNorm = 356.2162, GNorm = 4.5734, lr_0 = 9.9655e-04
Validation prc-auc = 0.043611
Epoch 5175
Loss = 1.8600e-02, PNorm = 356.2523, GNorm = 1.4639, lr_0 = 9.9655e-04
Validation prc-auc = 0.046118
Epoch 5176
Loss = 3.0651e-02, PNorm = 356.2700, GNorm = 0.1129, lr_0 = 9.9655e-04
Validation prc-auc = 0.046759
Epoch 5177
Loss = 1.1793e-02, PNorm = 356.3056, GNorm = 0.2721, lr_0 = 9.9655e-04
Validation prc-auc = 0.047922
Epoch 5178
Loss = 1.1456e-01, PNorm = 356.3400, GNorm = 0.3411, lr_0 = 9.9654e-04
Validation prc-auc = 0.051035
Epoch 5179
Loss = 6.0421e-02, PNorm = 356.3804, GNorm = 1.9055, lr_0 = 9.9654e-04
Loss = 1.2980e-02, PNorm = 356.4248, GNorm = 0.7373, lr_0 = 9.9654e-04
Validation prc-auc = 0.052146
Epoch 5180
Loss = 1.0456e-02, PNorm = 356.4483, GNorm = 0.0142, lr_0 = 9.9654e-04
Validation prc-auc = 0.052112
Epoch 5181
Loss = 4.7921e-02, PNorm = 356.4619, GNorm = 0.1769, lr_0 = 9.9654e-04
Validation prc-auc = 0.053139
Epoch 5182
Loss = 1.3402e-02, PNorm = 356.4826, GNorm = 0.5765, lr_0 = 9.9654e-04
Validation prc-auc = 0.051739
Epoch 5183
Loss = 3.3188e-02, PNorm = 356.5046, GNorm = 0.4240, lr_0 = 9.9654e-04
Validation prc-auc = 0.053652
Epoch 5184
Loss = 7.1042e-03, PNorm = 356.5231, GNorm = 0.1477, lr_0 = 9.9654e-04
Validation prc-auc = 0.057795
Epoch 5185
Loss = 1.0355e-02, PNorm = 356.5367, GNorm = 0.7812, lr_0 = 9.9654e-04
Validation prc-auc = 0.057251
Epoch 5186
Loss = 1.1608e-02, PNorm = 356.5462, GNorm = 0.0541, lr_0 = 9.9654e-04
Validation prc-auc = 0.051648
Epoch 5187
Loss = 1.3917e-01, PNorm = 356.5549, GNorm = 2.5485, lr_0 = 9.9654e-04
Validation prc-auc = 0.052700
Epoch 5188
Loss = 1.9485e-01, PNorm = 356.5857, GNorm = 2.7941, lr_0 = 9.9654e-04
Validation prc-auc = 0.054787
Epoch 5189
Loss = 1.5545e-03, PNorm = 356.6381, GNorm = 0.0664, lr_0 = 9.9654e-04
Loss = 3.2672e-02, PNorm = 356.6706, GNorm = 0.0927, lr_0 = 9.9654e-04
Validation prc-auc = 0.057650
Epoch 5190
Loss = 1.8797e-02, PNorm = 356.6994, GNorm = 1.7139, lr_0 = 9.9654e-04
Validation prc-auc = 0.049795
Epoch 5191
Loss = 1.3821e-02, PNorm = 356.7219, GNorm = 2.3857, lr_0 = 9.9653e-04
Validation prc-auc = 0.056168
Epoch 5192
Loss = 3.6631e-02, PNorm = 356.7502, GNorm = 1.4161, lr_0 = 9.9653e-04
Validation prc-auc = 0.056768
Epoch 5193
Loss = 3.9324e-02, PNorm = 356.7701, GNorm = 2.0771, lr_0 = 9.9653e-04
Validation prc-auc = 0.050362
Epoch 5194
Loss = 8.8844e-03, PNorm = 356.8084, GNorm = 0.5255, lr_0 = 9.9653e-04
Validation prc-auc = 0.060099
Epoch 5195
Loss = 3.2508e-02, PNorm = 356.8337, GNorm = 0.6336, lr_0 = 9.9653e-04
Validation prc-auc = 0.056366
Epoch 5196
Loss = 9.9303e-02, PNorm = 356.8576, GNorm = 0.1439, lr_0 = 9.9653e-04
Validation prc-auc = 0.050149
Epoch 5197
Loss = 2.7295e-02, PNorm = 356.8943, GNorm = 0.9695, lr_0 = 9.9653e-04
Validation prc-auc = 0.052832
Epoch 5198
Loss = 1.2441e-01, PNorm = 356.9261, GNorm = 2.4991, lr_0 = 9.9653e-04
Validation prc-auc = 0.064356
Epoch 5199
Loss = 1.0702e-01, PNorm = 356.9723, GNorm = 2.9242, lr_0 = 9.9653e-04
Loss = 2.9455e-02, PNorm = 357.0251, GNorm = 0.0490, lr_0 = 9.9653e-04
Validation prc-auc = 0.073352
Epoch 5200
Loss = 2.7985e-02, PNorm = 357.0734, GNorm = 0.1164, lr_0 = 9.9653e-04
Validation prc-auc = 0.058402
Epoch 5201
Loss = 3.1835e-02, PNorm = 357.1018, GNorm = 0.4108, lr_0 = 9.9653e-04
Validation prc-auc = 0.051321
Epoch 5202
Loss = 6.2721e-02, PNorm = 357.1500, GNorm = 1.6912, lr_0 = 9.9653e-04
Validation prc-auc = 0.060331
Epoch 5203
Loss = 4.5018e-02, PNorm = 357.2186, GNorm = 1.1029, lr_0 = 9.9653e-04
Validation prc-auc = 0.072920
Epoch 5204
Loss = 5.9286e-02, PNorm = 357.2646, GNorm = 1.0273, lr_0 = 9.9652e-04
Validation prc-auc = 0.059138
Epoch 5205
Loss = 4.4486e-02, PNorm = 357.3069, GNorm = 0.0891, lr_0 = 9.9652e-04
Validation prc-auc = 0.051133
Epoch 5206
Loss = 4.1621e-02, PNorm = 357.3732, GNorm = 0.3959, lr_0 = 9.9652e-04
Validation prc-auc = 0.049747
Epoch 5207
Loss = 1.8230e-02, PNorm = 357.4245, GNorm = 0.3581, lr_0 = 9.9652e-04
Validation prc-auc = 0.039006
Epoch 5208
Loss = 1.2144e-02, PNorm = 357.4545, GNorm = 0.2121, lr_0 = 9.9652e-04
Validation prc-auc = 0.050326
Epoch 5209
Loss = 2.7323e-03, PNorm = 357.4824, GNorm = 0.0961, lr_0 = 9.9652e-04
Loss = 1.9223e-02, PNorm = 357.4962, GNorm = 0.1328, lr_0 = 9.9652e-04
Validation prc-auc = 0.050027
Epoch 5210
Loss = 2.5971e-02, PNorm = 357.5156, GNorm = 0.0432, lr_0 = 9.9652e-04
Validation prc-auc = 0.051340
Epoch 5211
Loss = 5.2454e-02, PNorm = 357.5473, GNorm = 2.0105, lr_0 = 9.9652e-04
Validation prc-auc = 0.059055
Epoch 5212
Loss = 1.4539e-02, PNorm = 357.5775, GNorm = 1.7230, lr_0 = 9.9652e-04
Validation prc-auc = 0.059909
Epoch 5213
Loss = 2.0163e-02, PNorm = 357.6039, GNorm = 2.2323, lr_0 = 9.9652e-04
Validation prc-auc = 0.057900
Epoch 5214
Loss = 8.8722e-02, PNorm = 357.6363, GNorm = 2.2981, lr_0 = 9.9652e-04
Validation prc-auc = 0.058766
Epoch 5215
Loss = 4.7118e-02, PNorm = 357.6719, GNorm = 0.3572, lr_0 = 9.9652e-04
Validation prc-auc = 0.052684
Epoch 5216
Loss = 2.2404e-02, PNorm = 357.7107, GNorm = 0.4523, lr_0 = 9.9652e-04
Validation prc-auc = 0.064495
Epoch 5217
Loss = 6.9561e-02, PNorm = 357.7428, GNorm = 1.6551, lr_0 = 9.9652e-04
Validation prc-auc = 0.061400
Epoch 5218
Loss = 1.5747e-02, PNorm = 357.7772, GNorm = 0.3407, lr_0 = 9.9651e-04
Validation prc-auc = 0.066838
Epoch 5219
Loss = 7.9523e-03, PNorm = 357.8073, GNorm = 0.4536, lr_0 = 9.9651e-04
Loss = 2.4024e-02, PNorm = 357.8409, GNorm = 0.3597, lr_0 = 9.9651e-04
Validation prc-auc = 0.078386
Epoch 5220
Loss = 5.4288e-02, PNorm = 357.8614, GNorm = 0.5292, lr_0 = 9.9651e-04
Validation prc-auc = 0.057632
Epoch 5221
Loss = 1.7683e-02, PNorm = 357.8794, GNorm = 0.2668, lr_0 = 9.9651e-04
Validation prc-auc = 0.053370
Epoch 5222
Loss = 2.9630e-02, PNorm = 357.9039, GNorm = 0.4909, lr_0 = 9.9651e-04
Validation prc-auc = 0.051918
Epoch 5223
Loss = 6.0384e-02, PNorm = 357.9435, GNorm = 4.0609, lr_0 = 9.9651e-04
Validation prc-auc = 0.054037
Epoch 5224
Loss = 2.8267e-02, PNorm = 357.9848, GNorm = 0.2032, lr_0 = 9.9651e-04
Validation prc-auc = 0.047297
Epoch 5225
Loss = 3.0894e-02, PNorm = 358.0248, GNorm = 2.1133, lr_0 = 9.9651e-04
Validation prc-auc = 0.035942
Epoch 5226
Loss = 4.6810e-03, PNorm = 358.0676, GNorm = 0.3067, lr_0 = 9.9651e-04
Validation prc-auc = 0.032072
Epoch 5227
Loss = 4.2451e-03, PNorm = 358.0975, GNorm = 0.0705, lr_0 = 9.9651e-04
Validation prc-auc = 0.031395
Epoch 5228
Loss = 4.7432e-02, PNorm = 358.1215, GNorm = 0.9212, lr_0 = 9.9651e-04
Validation prc-auc = 0.038224
Epoch 5229
Loss = 1.8068e-03, PNorm = 358.1461, GNorm = 0.0931, lr_0 = 9.9651e-04
Loss = 4.2350e-02, PNorm = 358.1652, GNorm = 0.1438, lr_0 = 9.9651e-04
Validation prc-auc = 0.038112
Epoch 5230
Loss = 1.8229e-02, PNorm = 358.1982, GNorm = 0.6295, lr_0 = 9.9651e-04
Validation prc-auc = 0.041837
Epoch 5231
Loss = 4.8679e-02, PNorm = 358.2270, GNorm = 0.1992, lr_0 = 9.9650e-04
Validation prc-auc = 0.049240
Epoch 5232
Loss = 2.0827e-02, PNorm = 358.2609, GNorm = 0.3604, lr_0 = 9.9650e-04
Validation prc-auc = 0.050621
Epoch 5233
Loss = 5.8564e-02, PNorm = 358.2909, GNorm = 2.0967, lr_0 = 9.9650e-04
Validation prc-auc = 0.054919
Epoch 5234
Loss = 5.9677e-02, PNorm = 358.3293, GNorm = 1.2041, lr_0 = 9.9650e-04
Validation prc-auc = 0.046710
Epoch 5235
Loss = 2.4989e-02, PNorm = 358.3729, GNorm = 0.4633, lr_0 = 9.9650e-04
Validation prc-auc = 0.045038
Epoch 5236
Loss = 3.2269e-02, PNorm = 358.4067, GNorm = 0.3762, lr_0 = 9.9650e-04
Validation prc-auc = 0.050201
Epoch 5237
Loss = 3.0580e-02, PNorm = 358.4465, GNorm = 1.4358, lr_0 = 9.9650e-04
Validation prc-auc = 0.052043
Epoch 5238
Loss = 2.9083e-02, PNorm = 358.4958, GNorm = 0.4629, lr_0 = 9.9650e-04
Validation prc-auc = 0.051231
Epoch 5239
Loss = 1.1533e-03, PNorm = 358.5326, GNorm = 0.0508, lr_0 = 9.9650e-04
Loss = 2.9824e-02, PNorm = 358.5565, GNorm = 1.8646, lr_0 = 9.9650e-04
Validation prc-auc = 0.044599
Epoch 5240
Loss = 2.2621e-02, PNorm = 358.5787, GNorm = 1.9480, lr_0 = 9.9650e-04
Validation prc-auc = 0.047356
Epoch 5241
Loss = 9.7281e-03, PNorm = 358.6060, GNorm = 2.6452, lr_0 = 9.9650e-04
Validation prc-auc = 0.049272
Epoch 5242
Loss = 7.7231e-03, PNorm = 358.6332, GNorm = 0.3883, lr_0 = 9.9650e-04
Validation prc-auc = 0.049851
Epoch 5243
Loss = 1.4208e-02, PNorm = 358.6494, GNorm = 1.2804, lr_0 = 9.9650e-04
Validation prc-auc = 0.050980
Epoch 5244
Loss = 5.2946e-02, PNorm = 358.6719, GNorm = 1.8542, lr_0 = 9.9649e-04
Validation prc-auc = 0.059003
Epoch 5245
Loss = 3.4358e-02, PNorm = 358.6954, GNorm = 0.0739, lr_0 = 9.9649e-04
Validation prc-auc = 0.056416
Epoch 5246
Loss = 1.1245e-02, PNorm = 358.7209, GNorm = 0.2380, lr_0 = 9.9649e-04
Validation prc-auc = 0.055303
Epoch 5247
Loss = 5.3188e-02, PNorm = 358.7434, GNorm = 1.7441, lr_0 = 9.9649e-04
Validation prc-auc = 0.053234
Epoch 5248
Loss = 5.7417e-03, PNorm = 358.7706, GNorm = 0.0385, lr_0 = 9.9649e-04
Validation prc-auc = 0.058417
Epoch 5249
Loss = 8.2191e-03, PNorm = 358.8038, GNorm = 0.4426, lr_0 = 9.9649e-04
Loss = 4.9795e-02, PNorm = 358.8441, GNorm = 1.1470, lr_0 = 9.9649e-04
Validation prc-auc = 0.059977
Epoch 5250
Loss = 1.3427e-02, PNorm = 358.8861, GNorm = 0.2073, lr_0 = 9.9649e-04
Validation prc-auc = 0.068125
Epoch 5251
Loss = 1.5820e-02, PNorm = 358.9098, GNorm = 0.1439, lr_0 = 9.9649e-04
Validation prc-auc = 0.068865
Epoch 5252
Loss = 1.1646e-02, PNorm = 358.9334, GNorm = 0.8612, lr_0 = 9.9649e-04
Validation prc-auc = 0.069870
Epoch 5253
Loss = 8.0938e-03, PNorm = 358.9814, GNorm = 0.0265, lr_0 = 9.9649e-04
Validation prc-auc = 0.079215
Epoch 5254
Loss = 4.1390e-02, PNorm = 359.0217, GNorm = 0.3079, lr_0 = 9.9649e-04
Validation prc-auc = 0.065837
Epoch 5255
Loss = 2.6746e-02, PNorm = 359.0592, GNorm = 0.1787, lr_0 = 9.9649e-04
Validation prc-auc = 0.062585
Epoch 5256
Loss = 8.7716e-02, PNorm = 359.0837, GNorm = 2.0092, lr_0 = 9.9649e-04
Validation prc-auc = 0.064839
Epoch 5257
Loss = 3.1664e-02, PNorm = 359.1424, GNorm = 0.0649, lr_0 = 9.9649e-04
Validation prc-auc = 0.052669
Epoch 5258
Loss = 5.7534e-02, PNorm = 359.1902, GNorm = 3.3436, lr_0 = 9.9648e-04
Validation prc-auc = 0.048851
Epoch 5259
Loss = 1.4367e-01, PNorm = 359.2212, GNorm = 4.7403, lr_0 = 9.9648e-04
Loss = 5.0735e-02, PNorm = 359.2589, GNorm = 0.6578, lr_0 = 9.9648e-04
Validation prc-auc = 0.063730
Epoch 5260
Loss = 1.1127e-02, PNorm = 359.3009, GNorm = 0.0325, lr_0 = 9.9648e-04
Validation prc-auc = 0.060935
Epoch 5261
Loss = 2.3197e-02, PNorm = 359.3275, GNorm = 1.4201, lr_0 = 9.9648e-04
Validation prc-auc = 0.060427
Epoch 5262
Loss = 3.0455e-02, PNorm = 359.3543, GNorm = 1.9940, lr_0 = 9.9648e-04
Validation prc-auc = 0.053578
Epoch 5263
Loss = 1.8708e-02, PNorm = 359.3864, GNorm = 0.6016, lr_0 = 9.9648e-04
Validation prc-auc = 0.046488
Epoch 5264
Loss = 8.8078e-03, PNorm = 359.4165, GNorm = 0.0392, lr_0 = 9.9648e-04
Validation prc-auc = 0.040322
Epoch 5265
Loss = 5.6244e-02, PNorm = 359.4385, GNorm = 3.4348, lr_0 = 9.9648e-04
Validation prc-auc = 0.035245
Epoch 5266
Loss = 6.4504e-02, PNorm = 359.4688, GNorm = 1.8853, lr_0 = 9.9648e-04
Validation prc-auc = 0.032127
Epoch 5267
Loss = 5.7824e-03, PNorm = 359.5109, GNorm = 0.1069, lr_0 = 9.9648e-04
Validation prc-auc = 0.024131
Epoch 5268
Loss = 5.8537e-02, PNorm = 359.5533, GNorm = 0.0279, lr_0 = 9.9648e-04
Validation prc-auc = 0.023532
Epoch 5269
Loss = 3.0729e-02, PNorm = 359.5910, GNorm = 1.2555, lr_0 = 9.9648e-04
Loss = 2.7722e-02, PNorm = 359.6268, GNorm = 0.6756, lr_0 = 9.9648e-04
Validation prc-auc = 0.022323
Epoch 5270
Loss = 1.6244e-02, PNorm = 359.6603, GNorm = 0.5063, lr_0 = 9.9647e-04
Validation prc-auc = 0.021153
Epoch 5271
Loss = 2.6994e-02, PNorm = 359.6805, GNorm = 0.4007, lr_0 = 9.9647e-04
Validation prc-auc = 0.024244
Epoch 5272
Loss = 4.2552e-02, PNorm = 359.7194, GNorm = 1.3112, lr_0 = 9.9647e-04
Validation prc-auc = 0.036780
Epoch 5273
Loss = 4.5519e-02, PNorm = 359.7540, GNorm = 2.2387, lr_0 = 9.9647e-04
Validation prc-auc = 0.047727
Epoch 5274
Loss = 2.4709e-02, PNorm = 359.7956, GNorm = 0.8226, lr_0 = 9.9647e-04
Validation prc-auc = 0.053109
Epoch 5275
Loss = 8.7158e-03, PNorm = 359.8493, GNorm = 0.0395, lr_0 = 9.9647e-04
Validation prc-auc = 0.049121
Epoch 5276
Loss = 2.9799e-02, PNorm = 359.8894, GNorm = 1.0159, lr_0 = 9.9647e-04
Validation prc-auc = 0.050732
Epoch 5277
Loss = 6.1812e-03, PNorm = 359.9202, GNorm = 0.0301, lr_0 = 9.9647e-04
Validation prc-auc = 0.050621
Epoch 5278
Loss = 3.6896e-02, PNorm = 359.9393, GNorm = 2.6599, lr_0 = 9.9647e-04
Validation prc-auc = 0.056685
Epoch 5279
Loss = 7.1388e-02, PNorm = 359.9535, GNorm = 1.2783, lr_0 = 9.9647e-04
Loss = 2.2475e-02, PNorm = 359.9832, GNorm = 0.1816, lr_0 = 9.9647e-04
Validation prc-auc = 0.053500
Epoch 5280
Loss = 1.4991e-02, PNorm = 360.0119, GNorm = 0.6244, lr_0 = 9.9647e-04
Validation prc-auc = 0.050831
Epoch 5281
Loss = 3.6224e-02, PNorm = 360.0325, GNorm = 1.8460, lr_0 = 9.9647e-04
Validation prc-auc = 0.046771
Epoch 5282
Loss = 1.3465e-02, PNorm = 360.0554, GNorm = 0.0384, lr_0 = 9.9647e-04
Validation prc-auc = 0.041200
Epoch 5283
Loss = 6.5649e-03, PNorm = 360.0793, GNorm = 0.0644, lr_0 = 9.9647e-04
Validation prc-auc = 0.046985
Epoch 5284
Loss = 3.5300e-02, PNorm = 360.0965, GNorm = 2.5863, lr_0 = 9.9646e-04
Validation prc-auc = 0.047651
Epoch 5285
Loss = 2.0843e-02, PNorm = 360.1308, GNorm = 1.3066, lr_0 = 9.9646e-04
Validation prc-auc = 0.054820
Epoch 5286
Loss = 1.1545e-02, PNorm = 360.1586, GNorm = 1.0338, lr_0 = 9.9646e-04
Validation prc-auc = 0.054250
Epoch 5287
Loss = 2.4267e-02, PNorm = 360.1822, GNorm = 0.3650, lr_0 = 9.9646e-04
Validation prc-auc = 0.055821
Epoch 5288
Loss = 4.2927e-03, PNorm = 360.2075, GNorm = 0.2888, lr_0 = 9.9646e-04
Validation prc-auc = 0.059828
Epoch 5289
Loss = 1.7684e-03, PNorm = 360.2280, GNorm = 0.1262, lr_0 = 9.9646e-04
Loss = 8.0275e-02, PNorm = 360.2557, GNorm = 0.1774, lr_0 = 9.9646e-04
Validation prc-auc = 0.049342
Epoch 5290
Loss = 1.2103e-02, PNorm = 360.2880, GNorm = 0.1198, lr_0 = 9.9646e-04
Validation prc-auc = 0.036530
Epoch 5291
Loss = 4.3732e-02, PNorm = 360.3260, GNorm = 0.0325, lr_0 = 9.9646e-04
Validation prc-auc = 0.051525
Epoch 5292
Loss = 5.9442e-02, PNorm = 360.3618, GNorm = 4.3387, lr_0 = 9.9646e-04
Validation prc-auc = 0.051433
Epoch 5293
Loss = 2.7197e-02, PNorm = 360.4000, GNorm = 0.3033, lr_0 = 9.9646e-04
Validation prc-auc = 0.042712
Epoch 5294
Loss = 1.8496e-02, PNorm = 360.4313, GNorm = 1.3330, lr_0 = 9.9646e-04
Validation prc-auc = 0.046975
Epoch 5295
Loss = 7.5333e-02, PNorm = 360.4527, GNorm = 0.2364, lr_0 = 9.9646e-04
Validation prc-auc = 0.062139
Epoch 5296
Loss = 3.2211e-02, PNorm = 360.4821, GNorm = 0.7241, lr_0 = 9.9646e-04
Validation prc-auc = 0.053337
Epoch 5297
Loss = 6.3309e-03, PNorm = 360.5352, GNorm = 0.4919, lr_0 = 9.9645e-04
Validation prc-auc = 0.051002
Epoch 5298
Loss = 2.2053e-02, PNorm = 360.5777, GNorm = 0.0551, lr_0 = 9.9645e-04
Validation prc-auc = 0.045550
Epoch 5299
Loss = 1.3796e-01, PNorm = 360.6012, GNorm = 2.2821, lr_0 = 9.9645e-04
Loss = 2.9141e-02, PNorm = 360.6387, GNorm = 2.5274, lr_0 = 9.9645e-04
Validation prc-auc = 0.065652
Epoch 5300
Loss = 3.0060e-02, PNorm = 360.6742, GNorm = 1.7281, lr_0 = 9.9645e-04
Validation prc-auc = 0.050855
Epoch 5301
Loss = 2.0162e-02, PNorm = 360.7017, GNorm = 1.0064, lr_0 = 9.9645e-04
Validation prc-auc = 0.049726
Epoch 5302
Loss = 2.3529e-02, PNorm = 360.7316, GNorm = 0.4189, lr_0 = 9.9645e-04
Validation prc-auc = 0.051898
Epoch 5303
Loss = 4.4417e-02, PNorm = 360.7691, GNorm = 0.2169, lr_0 = 9.9645e-04
Validation prc-auc = 0.055522
Epoch 5304
Loss = 1.3706e-02, PNorm = 360.8069, GNorm = 0.0857, lr_0 = 9.9645e-04
Validation prc-auc = 0.042959
Epoch 5305
Loss = 6.5220e-02, PNorm = 360.8306, GNorm = 0.5155, lr_0 = 9.9645e-04
Validation prc-auc = 0.044355
Epoch 5306
Loss = 4.2675e-02, PNorm = 360.8669, GNorm = 2.6320, lr_0 = 9.9645e-04
Validation prc-auc = 0.058745
Epoch 5307
Loss = 1.7886e-02, PNorm = 360.9115, GNorm = 0.0315, lr_0 = 9.9645e-04
Validation prc-auc = 0.063948
Epoch 5308
Loss = 2.9746e-03, PNorm = 360.9462, GNorm = 0.1662, lr_0 = 9.9645e-04
Validation prc-auc = 0.067248
Epoch 5309
Loss = 7.5232e-03, PNorm = 360.9774, GNorm = 0.7325, lr_0 = 9.9645e-04
Loss = 1.0801e-02, PNorm = 360.9984, GNorm = 0.2901, lr_0 = 9.9645e-04
Validation prc-auc = 0.065503
Epoch 5310
Loss = 5.2278e-02, PNorm = 361.0245, GNorm = 1.8369, lr_0 = 9.9644e-04
Validation prc-auc = 0.059720
Epoch 5311
Loss = 9.4870e-03, PNorm = 361.0448, GNorm = 0.5102, lr_0 = 9.9644e-04
Validation prc-auc = 0.044495
Epoch 5312
Loss = 5.5667e-02, PNorm = 361.0629, GNorm = 0.0549, lr_0 = 9.9644e-04
Validation prc-auc = 0.047522
Epoch 5313
Loss = 4.6393e-02, PNorm = 361.1028, GNorm = 0.1235, lr_0 = 9.9644e-04
Validation prc-auc = 0.050210
Epoch 5314
Loss = 2.4521e-02, PNorm = 361.1488, GNorm = 1.3772, lr_0 = 9.9644e-04
Validation prc-auc = 0.058655
Epoch 5315
Loss = 1.9305e-02, PNorm = 361.1801, GNorm = 1.3400, lr_0 = 9.9644e-04
Validation prc-auc = 0.058361
Epoch 5316
Loss = 5.7626e-02, PNorm = 361.1982, GNorm = 0.0703, lr_0 = 9.9644e-04
Validation prc-auc = 0.050021
Epoch 5317
Loss = 1.1303e-02, PNorm = 361.2161, GNorm = 0.2432, lr_0 = 9.9644e-04
Validation prc-auc = 0.053305
Epoch 5318
Loss = 2.8741e-02, PNorm = 361.2415, GNorm = 0.7209, lr_0 = 9.9644e-04
Validation prc-auc = 0.062838
Epoch 5319
Loss = 1.5974e-02, PNorm = 361.2717, GNorm = 0.8798, lr_0 = 9.9644e-04
Loss = 1.0500e-02, PNorm = 361.2894, GNorm = 0.6127, lr_0 = 9.9644e-04
Validation prc-auc = 0.064981
Epoch 5320
Loss = 4.6443e-02, PNorm = 361.3142, GNorm = 0.0372, lr_0 = 9.9644e-04
Validation prc-auc = 0.062598
Epoch 5321
Loss = 1.2535e-02, PNorm = 361.3492, GNorm = 0.0150, lr_0 = 9.9644e-04
Validation prc-auc = 0.064582
Epoch 5322
Loss = 1.7312e-02, PNorm = 361.3726, GNorm = 0.0231, lr_0 = 9.9644e-04
Validation prc-auc = 0.067224
Epoch 5323
Loss = 4.3114e-02, PNorm = 361.3985, GNorm = 0.6180, lr_0 = 9.9644e-04
Validation prc-auc = 0.047175
Epoch 5324
Loss = 1.9381e-02, PNorm = 361.4386, GNorm = 1.2216, lr_0 = 9.9643e-04
Validation prc-auc = 0.033329
Epoch 5325
Loss = 2.6862e-02, PNorm = 361.4821, GNorm = 0.1200, lr_0 = 9.9643e-04
Validation prc-auc = 0.031306
Epoch 5326
Loss = 4.2952e-02, PNorm = 361.5140, GNorm = 0.5183, lr_0 = 9.9643e-04
Validation prc-auc = 0.033247
Epoch 5327
Loss = 1.0124e-02, PNorm = 361.5367, GNorm = 0.5375, lr_0 = 9.9643e-04
Validation prc-auc = 0.034274
Epoch 5328
Loss = 2.8048e-02, PNorm = 361.5589, GNorm = 0.0448, lr_0 = 9.9643e-04
Validation prc-auc = 0.036582
Epoch 5329
Loss = 2.8923e-03, PNorm = 361.5870, GNorm = 0.2106, lr_0 = 9.9643e-04
Loss = 4.3416e-02, PNorm = 361.6245, GNorm = 0.1406, lr_0 = 9.9643e-04
Validation prc-auc = 0.039413
Epoch 5330
Loss = 1.2158e-02, PNorm = 361.6553, GNorm = 0.1638, lr_0 = 9.9643e-04
Validation prc-auc = 0.045699
Epoch 5331
Loss = 5.7035e-02, PNorm = 361.6779, GNorm = 0.1976, lr_0 = 9.9643e-04
Validation prc-auc = 0.033780
Epoch 5332
Loss = 7.1514e-02, PNorm = 361.7101, GNorm = 1.3611, lr_0 = 9.9643e-04
Validation prc-auc = 0.036221
Epoch 5333
Loss = 1.6264e-02, PNorm = 361.7426, GNorm = 0.6078, lr_0 = 9.9643e-04
Validation prc-auc = 0.033311
Epoch 5334
Loss = 6.3182e-02, PNorm = 361.7753, GNorm = 2.5016, lr_0 = 9.9643e-04
Validation prc-auc = 0.033375
Epoch 5335
Loss = 3.3663e-02, PNorm = 361.8167, GNorm = 1.8378, lr_0 = 9.9643e-04
Validation prc-auc = 0.033731
Epoch 5336
Loss = 1.6436e-02, PNorm = 361.8507, GNorm = 0.1489, lr_0 = 9.9643e-04
Validation prc-auc = 0.031933
Epoch 5337
Loss = 5.5675e-02, PNorm = 361.8821, GNorm = 1.5852, lr_0 = 9.9642e-04
Validation prc-auc = 0.036115
Epoch 5338
Loss = 4.3204e-03, PNorm = 361.9180, GNorm = 0.1906, lr_0 = 9.9642e-04
Validation prc-auc = 0.039358
Epoch 5339
Loss = 7.0779e-03, PNorm = 361.9527, GNorm = 0.2771, lr_0 = 9.9642e-04
Loss = 2.1879e-02, PNorm = 361.9728, GNorm = 0.2585, lr_0 = 9.9642e-04
Validation prc-auc = 0.037152
Epoch 5340
Loss = 4.3381e-02, PNorm = 361.9874, GNorm = 2.6863, lr_0 = 9.9642e-04
Validation prc-auc = 0.036508
Epoch 5341
Loss = 2.3455e-02, PNorm = 362.0192, GNorm = 1.9891, lr_0 = 9.9642e-04
Validation prc-auc = 0.039311
Epoch 5342
Loss = 4.7404e-02, PNorm = 362.0538, GNorm = 2.0572, lr_0 = 9.9642e-04
Validation prc-auc = 0.058749
Epoch 5343
Loss = 1.2631e-02, PNorm = 362.1019, GNorm = 1.8395, lr_0 = 9.9642e-04
Validation prc-auc = 0.061544
Epoch 5344
Loss = 3.1712e-02, PNorm = 362.1406, GNorm = 0.9755, lr_0 = 9.9642e-04
Validation prc-auc = 0.046524
Epoch 5345
Loss = 2.8710e-02, PNorm = 362.1712, GNorm = 0.3541, lr_0 = 9.9642e-04
Validation prc-auc = 0.051213
Epoch 5346
Loss = 1.7521e-02, PNorm = 362.2007, GNorm = 0.0576, lr_0 = 9.9642e-04
Validation prc-auc = 0.040789
Epoch 5347
Loss = 2.8676e-02, PNorm = 362.2302, GNorm = 1.6334, lr_0 = 9.9642e-04
Validation prc-auc = 0.038457
Epoch 5348
Loss = 6.4994e-02, PNorm = 362.2618, GNorm = 1.8345, lr_0 = 9.9642e-04
Validation prc-auc = 0.043662
Epoch 5349
Loss = 1.2953e-01, PNorm = 362.3089, GNorm = 1.3581, lr_0 = 9.9642e-04
Loss = 2.6705e-02, PNorm = 362.3471, GNorm = 0.2625, lr_0 = 9.9642e-04
Validation prc-auc = 0.043740
Epoch 5350
Loss = 3.3711e-02, PNorm = 362.3851, GNorm = 1.1382, lr_0 = 9.9641e-04
Validation prc-auc = 0.036698
Epoch 5351
Loss = 3.4611e-02, PNorm = 362.4346, GNorm = 1.5554, lr_0 = 9.9641e-04
Validation prc-auc = 0.059036
Epoch 5352
Loss = 2.7876e-02, PNorm = 362.4756, GNorm = 0.0257, lr_0 = 9.9641e-04
Validation prc-auc = 0.058713
Epoch 5353
Loss = 1.0268e-02, PNorm = 362.5087, GNorm = 1.1770, lr_0 = 9.9641e-04
Validation prc-auc = 0.060607
Epoch 5354
Loss = 2.1158e-02, PNorm = 362.5336, GNorm = 2.7658, lr_0 = 9.9641e-04
Validation prc-auc = 0.050198
Epoch 5355
Loss = 5.8769e-03, PNorm = 362.5672, GNorm = 0.1075, lr_0 = 9.9641e-04
Validation prc-auc = 0.048253
Epoch 5356
Loss = 1.8645e-02, PNorm = 362.5975, GNorm = 1.4644, lr_0 = 9.9641e-04
Validation prc-auc = 0.043281
Epoch 5357
Loss = 2.2702e-02, PNorm = 362.6360, GNorm = 1.2562, lr_0 = 9.9641e-04
Validation prc-auc = 0.032873
Epoch 5358
Loss = 6.8872e-03, PNorm = 362.6788, GNorm = 0.3467, lr_0 = 9.9641e-04
Validation prc-auc = 0.030961
Epoch 5359
Loss = 2.3204e-03, PNorm = 362.7400, GNorm = 0.0887, lr_0 = 9.9641e-04
Loss = 8.3328e-02, PNorm = 362.7923, GNorm = 1.1458, lr_0 = 9.9641e-04
Validation prc-auc = 0.025502
Epoch 5360
Loss = 3.1103e-02, PNorm = 362.8346, GNorm = 5.0597, lr_0 = 9.9641e-04
Validation prc-auc = 0.026388
Epoch 5361
Loss = 3.4134e-02, PNorm = 362.8818, GNorm = 1.6776, lr_0 = 9.9641e-04
Validation prc-auc = 0.031356
Epoch 5362
Loss = 3.7692e-02, PNorm = 362.9196, GNorm = 2.0744, lr_0 = 9.9641e-04
Validation prc-auc = 0.032843
Epoch 5363
Loss = 8.6156e-02, PNorm = 362.9511, GNorm = 0.3913, lr_0 = 9.9640e-04
Validation prc-auc = 0.031977
Epoch 5364
Loss = 6.5513e-02, PNorm = 363.0047, GNorm = 0.4125, lr_0 = 9.9640e-04
Validation prc-auc = 0.034037
Epoch 5365
Loss = 3.3097e-02, PNorm = 363.0597, GNorm = 1.7357, lr_0 = 9.9640e-04
Validation prc-auc = 0.036144
Epoch 5366
Loss = 1.7130e-02, PNorm = 363.0951, GNorm = 0.4260, lr_0 = 9.9640e-04
Validation prc-auc = 0.035845
Epoch 5367
Loss = 1.7135e-02, PNorm = 363.1213, GNorm = 0.0938, lr_0 = 9.9640e-04
Validation prc-auc = 0.033315
Epoch 5368
Loss = 8.5842e-03, PNorm = 363.1486, GNorm = 0.4242, lr_0 = 9.9640e-04
Validation prc-auc = 0.031936
Epoch 5369
Loss = 3.3741e-03, PNorm = 363.1941, GNorm = 0.1286, lr_0 = 9.9640e-04
Loss = 1.4494e-02, PNorm = 363.2246, GNorm = 0.2202, lr_0 = 9.9640e-04
Validation prc-auc = 0.032564
Epoch 5370
Loss = 2.0175e-02, PNorm = 363.2522, GNorm = 0.0930, lr_0 = 9.9640e-04
Validation prc-auc = 0.033150
Epoch 5371
Loss = 3.4390e-02, PNorm = 363.2755, GNorm = 0.1166, lr_0 = 9.9640e-04
Validation prc-auc = 0.035597
Epoch 5372
Loss = 1.3996e-02, PNorm = 363.3074, GNorm = 0.6412, lr_0 = 9.9640e-04
Validation prc-auc = 0.035112
Epoch 5373
Loss = 1.5778e-02, PNorm = 363.3339, GNorm = 0.4353, lr_0 = 9.9640e-04
Validation prc-auc = 0.036413
Epoch 5374
Loss = 7.1377e-02, PNorm = 363.3628, GNorm = 0.2804, lr_0 = 9.9640e-04
Validation prc-auc = 0.033874
Epoch 5375
Loss = 1.5811e-02, PNorm = 363.4092, GNorm = 0.1556, lr_0 = 9.9640e-04
Validation prc-auc = 0.031934
Epoch 5376
Loss = 6.9481e-02, PNorm = 363.4430, GNorm = 0.1764, lr_0 = 9.9640e-04
Validation prc-auc = 0.035856
Epoch 5377
Loss = 7.7177e-03, PNorm = 363.4710, GNorm = 0.7307, lr_0 = 9.9639e-04
Validation prc-auc = 0.037673
Epoch 5378
Loss = 6.1001e-03, PNorm = 363.5002, GNorm = 0.4085, lr_0 = 9.9639e-04
Validation prc-auc = 0.035232
Epoch 5379
Loss = 4.1589e-03, PNorm = 363.5266, GNorm = 0.1927, lr_0 = 9.9639e-04
Loss = 1.2339e-02, PNorm = 363.5434, GNorm = 0.1423, lr_0 = 9.9639e-04
Validation prc-auc = 0.034705
Epoch 5380
Loss = 3.4458e-02, PNorm = 363.5561, GNorm = 0.6680, lr_0 = 9.9639e-04
Validation prc-auc = 0.032850
Epoch 5381
Loss = 3.2389e-02, PNorm = 363.5878, GNorm = 0.1880, lr_0 = 9.9639e-04
Validation prc-auc = 0.029547
Epoch 5382
Loss = 3.6204e-02, PNorm = 363.6229, GNorm = 0.0493, lr_0 = 9.9639e-04
Validation prc-auc = 0.031480
Epoch 5383
Loss = 1.3513e-02, PNorm = 363.6537, GNorm = 1.1224, lr_0 = 9.9639e-04
Validation prc-auc = 0.032310
Epoch 5384
Loss = 3.6927e-02, PNorm = 363.6878, GNorm = 0.8784, lr_0 = 9.9639e-04
Validation prc-auc = 0.032660
Epoch 5385
Loss = 8.9470e-02, PNorm = 363.7137, GNorm = 0.1716, lr_0 = 9.9639e-04
Validation prc-auc = 0.025499
Epoch 5386
Loss = 9.0713e-03, PNorm = 363.7566, GNorm = 0.2990, lr_0 = 9.9639e-04
Validation prc-auc = 0.025305
Epoch 5387
Loss = 3.1121e-03, PNorm = 363.7864, GNorm = 0.1108, lr_0 = 9.9639e-04
Validation prc-auc = 0.026067
Epoch 5388
Loss = 3.5383e-02, PNorm = 363.8116, GNorm = 0.3008, lr_0 = 9.9639e-04
Validation prc-auc = 0.038124
Epoch 5389
Loss = 4.7688e-03, PNorm = 363.8341, GNorm = 0.3462, lr_0 = 9.9639e-04
Loss = 2.4780e-02, PNorm = 363.8484, GNorm = 0.2856, lr_0 = 9.9638e-04
Validation prc-auc = 0.045085
Epoch 5390
Loss = 1.8223e-02, PNorm = 363.8658, GNorm = 0.1683, lr_0 = 9.9638e-04
Validation prc-auc = 0.040540
Epoch 5391
Loss = 1.4753e-02, PNorm = 363.8923, GNorm = 0.1655, lr_0 = 9.9638e-04
Validation prc-auc = 0.040755
Epoch 5392
Loss = 7.8013e-03, PNorm = 363.9179, GNorm = 0.0505, lr_0 = 9.9638e-04
Validation prc-auc = 0.052678
Epoch 5393
Loss = 4.6703e-02, PNorm = 363.9357, GNorm = 0.1876, lr_0 = 9.9638e-04
Validation prc-auc = 0.052952
Epoch 5394
Loss = 8.7216e-03, PNorm = 363.9503, GNorm = 1.8712, lr_0 = 9.9638e-04
Validation prc-auc = 0.053493
Epoch 5395
Loss = 1.3833e-02, PNorm = 363.9659, GNorm = 0.4217, lr_0 = 9.9638e-04
Validation prc-auc = 0.044372
Epoch 5396
Loss = 6.4101e-02, PNorm = 363.9884, GNorm = 0.0365, lr_0 = 9.9638e-04
Validation prc-auc = 0.044489
Epoch 5397
Loss = 6.3006e-03, PNorm = 364.0205, GNorm = 0.1211, lr_0 = 9.9638e-04
Validation prc-auc = 0.043909
Epoch 5398
Loss = 1.0777e-02, PNorm = 364.0602, GNorm = 0.7167, lr_0 = 9.9638e-04
Validation prc-auc = 0.046772
Epoch 5399
Loss = 2.2090e-03, PNorm = 364.0844, GNorm = 0.0841, lr_0 = 9.9638e-04
Loss = 3.4216e-02, PNorm = 364.1121, GNorm = 0.5988, lr_0 = 9.9638e-04
Validation prc-auc = 0.047020
Epoch 5400
Loss = 1.7513e-02, PNorm = 364.1381, GNorm = 0.1664, lr_0 = 9.9638e-04
Validation prc-auc = 0.045952
Epoch 5401
Loss = 1.0518e-02, PNorm = 364.1618, GNorm = 0.3752, lr_0 = 9.9638e-04
Validation prc-auc = 0.058123
Epoch 5402
Loss = 4.0451e-02, PNorm = 364.1755, GNorm = 0.0610, lr_0 = 9.9638e-04
Validation prc-auc = 0.041678
Epoch 5403
Loss = 4.1273e-02, PNorm = 364.1949, GNorm = 2.2208, lr_0 = 9.9637e-04
Validation prc-auc = 0.046865
Epoch 5404
Loss = 1.5361e-02, PNorm = 364.2364, GNorm = 0.1093, lr_0 = 9.9637e-04
Validation prc-auc = 0.066121
Epoch 5405
Loss = 6.2109e-03, PNorm = 364.2694, GNorm = 0.2757, lr_0 = 9.9637e-04
Validation prc-auc = 0.068167
Epoch 5406
Loss = 3.1202e-02, PNorm = 364.2904, GNorm = 2.1498, lr_0 = 9.9637e-04
Validation prc-auc = 0.067130
Epoch 5407
Loss = 3.5295e-02, PNorm = 364.3206, GNorm = 2.1288, lr_0 = 9.9637e-04
Validation prc-auc = 0.059511
Epoch 5408
Loss = 1.5897e-02, PNorm = 364.3478, GNorm = 0.3353, lr_0 = 9.9637e-04
Validation prc-auc = 0.058126
Epoch 5409
Loss = 3.4402e-02, PNorm = 364.3786, GNorm = 1.6420, lr_0 = 9.9637e-04
Loss = 4.3717e-02, PNorm = 364.4084, GNorm = 0.3605, lr_0 = 9.9637e-04
Validation prc-auc = 0.050650
Epoch 5410
Loss = 1.6915e-02, PNorm = 364.4362, GNorm = 1.0819, lr_0 = 9.9637e-04
Validation prc-auc = 0.031606
Epoch 5411
Loss = 2.3169e-02, PNorm = 364.4563, GNorm = 0.5936, lr_0 = 9.9637e-04
Validation prc-auc = 0.028492
Epoch 5412
Loss = 2.8312e-02, PNorm = 364.4795, GNorm = 0.3927, lr_0 = 9.9637e-04
Validation prc-auc = 0.029779
Epoch 5413
Loss = 1.2345e-02, PNorm = 364.4994, GNorm = 0.2155, lr_0 = 9.9637e-04
Validation prc-auc = 0.032138
Epoch 5414
Loss = 1.6899e-02, PNorm = 364.5223, GNorm = 1.5479, lr_0 = 9.9637e-04
Validation prc-auc = 0.031870
Epoch 5415
Loss = 9.4092e-03, PNorm = 364.5428, GNorm = 1.1623, lr_0 = 9.9637e-04
Validation prc-auc = 0.030646
Epoch 5416
Loss = 3.3994e-02, PNorm = 364.5713, GNorm = 0.2092, lr_0 = 9.9637e-04
Validation prc-auc = 0.029144
Epoch 5417
Loss = 4.7655e-02, PNorm = 364.5934, GNorm = 2.4362, lr_0 = 9.9636e-04
Validation prc-auc = 0.035862
Epoch 5418
Loss = 6.0630e-03, PNorm = 364.6373, GNorm = 0.5125, lr_0 = 9.9636e-04
Validation prc-auc = 0.040567
Epoch 5419
Loss = 8.7435e-03, PNorm = 364.6775, GNorm = 0.2972, lr_0 = 9.9636e-04
Loss = 2.7888e-02, PNorm = 364.7249, GNorm = 0.3295, lr_0 = 9.9636e-04
Validation prc-auc = 0.043288
Epoch 5420
Loss = 5.3181e-02, PNorm = 364.7650, GNorm = 1.9153, lr_0 = 9.9636e-04
Validation prc-auc = 0.044583
Epoch 5421
Loss = 9.5438e-03, PNorm = 364.8030, GNorm = 0.2240, lr_0 = 9.9636e-04
Validation prc-auc = 0.052363
Epoch 5422
Loss = 1.5266e-02, PNorm = 364.8330, GNorm = 0.0417, lr_0 = 9.9636e-04
Validation prc-auc = 0.060977
Epoch 5423
Loss = 8.9906e-03, PNorm = 364.8597, GNorm = 0.2399, lr_0 = 9.9636e-04
Validation prc-auc = 0.058539
Epoch 5424
Loss = 3.9025e-02, PNorm = 364.8919, GNorm = 1.7081, lr_0 = 9.9636e-04
Validation prc-auc = 0.058413
Epoch 5425
Loss = 2.0426e-02, PNorm = 364.9245, GNorm = 0.6688, lr_0 = 9.9636e-04
Validation prc-auc = 0.049934
Epoch 5426
Loss = 4.5494e-02, PNorm = 364.9534, GNorm = 1.9884, lr_0 = 9.9636e-04
Validation prc-auc = 0.048062
Epoch 5427
Loss = 2.6178e-02, PNorm = 364.9895, GNorm = 1.1490, lr_0 = 9.9636e-04
Validation prc-auc = 0.035824
Epoch 5428
Loss = 3.1674e-03, PNorm = 365.0278, GNorm = 0.0571, lr_0 = 9.9636e-04
Validation prc-auc = 0.040159
Epoch 5429
Loss = 4.5798e-02, PNorm = 365.0785, GNorm = 1.4158, lr_0 = 9.9636e-04
Loss = 1.8352e-02, PNorm = 365.1196, GNorm = 0.4812, lr_0 = 9.9635e-04
Validation prc-auc = 0.038207
Epoch 5430
Loss = 4.1501e-02, PNorm = 365.1467, GNorm = 1.8856, lr_0 = 9.9635e-04
Validation prc-auc = 0.037775
Epoch 5431
Loss = 3.8307e-02, PNorm = 365.1882, GNorm = 0.0939, lr_0 = 9.9635e-04
Validation prc-auc = 0.037950
Epoch 5432
Loss = 1.8032e-02, PNorm = 365.2327, GNorm = 1.7787, lr_0 = 9.9635e-04
Validation prc-auc = 0.032789
Epoch 5433
Loss = 2.9406e-02, PNorm = 365.2724, GNorm = 0.7535, lr_0 = 9.9635e-04
Validation prc-auc = 0.031471
Epoch 5434
Loss = 2.7528e-02, PNorm = 365.3087, GNorm = 3.3328, lr_0 = 9.9635e-04
Validation prc-auc = 0.032285
Epoch 5435
Loss = 8.7258e-02, PNorm = 365.3498, GNorm = 3.5815, lr_0 = 9.9635e-04
Validation prc-auc = 0.035731
Epoch 5436
Loss = 4.3583e-02, PNorm = 365.3908, GNorm = 0.2972, lr_0 = 9.9635e-04
Validation prc-auc = 0.035666
Epoch 5437
Loss = 5.0909e-03, PNorm = 365.4261, GNorm = 0.0480, lr_0 = 9.9635e-04
Validation prc-auc = 0.036943
Epoch 5438
Loss = 3.5473e-02, PNorm = 365.4515, GNorm = 0.8321, lr_0 = 9.9635e-04
Validation prc-auc = 0.036550
Epoch 5439
Loss = 8.0616e-03, PNorm = 365.4805, GNorm = 0.3324, lr_0 = 9.9635e-04
Loss = 2.9782e-02, PNorm = 365.5135, GNorm = 1.5762, lr_0 = 9.9635e-04
Validation prc-auc = 0.037626
Epoch 5440
Loss = 6.1422e-02, PNorm = 365.5406, GNorm = 1.7425, lr_0 = 9.9635e-04
Validation prc-auc = 0.038184
Epoch 5441
Loss = 2.7251e-02, PNorm = 365.5689, GNorm = 0.0365, lr_0 = 9.9635e-04
Validation prc-auc = 0.041642
Epoch 5442
Loss = 2.1892e-02, PNorm = 365.6054, GNorm = 1.3956, lr_0 = 9.9635e-04
Validation prc-auc = 0.045182
Epoch 5443
Loss = 4.2882e-02, PNorm = 365.6300, GNorm = 1.6534, lr_0 = 9.9634e-04
Validation prc-auc = 0.038249
Epoch 5444
Loss = 3.1352e-02, PNorm = 365.6677, GNorm = 0.5924, lr_0 = 9.9634e-04
Validation prc-auc = 0.041596
Epoch 5445
Loss = 2.2769e-02, PNorm = 365.7076, GNorm = 0.1492, lr_0 = 9.9634e-04
Validation prc-auc = 0.043461
Epoch 5446
Loss = 3.6418e-02, PNorm = 365.7372, GNorm = 0.0204, lr_0 = 9.9634e-04
Validation prc-auc = 0.040083
Epoch 5447
Loss = 5.9140e-03, PNorm = 365.7594, GNorm = 0.0300, lr_0 = 9.9634e-04
Validation prc-auc = 0.031687
Epoch 5448
Loss = 3.5612e-03, PNorm = 365.7823, GNorm = 0.2624, lr_0 = 9.9634e-04
Validation prc-auc = 0.038041
Epoch 5449
Loss = 4.9686e-03, PNorm = 365.8070, GNorm = 0.2877, lr_0 = 9.9634e-04
Loss = 2.8207e-02, PNorm = 365.8337, GNorm = 1.1695, lr_0 = 9.9634e-04
Validation prc-auc = 0.049908
Epoch 5450
Loss = 2.3442e-02, PNorm = 365.8592, GNorm = 1.3939, lr_0 = 9.9634e-04
Validation prc-auc = 0.049020
Epoch 5451
Loss = 2.9064e-02, PNorm = 365.8844, GNorm = 0.1448, lr_0 = 9.9634e-04
Validation prc-auc = 0.036282
Epoch 5452
Loss = 3.3236e-02, PNorm = 365.9261, GNorm = 0.0847, lr_0 = 9.9634e-04
Validation prc-auc = 0.042510
Epoch 5453
Loss = 3.4505e-02, PNorm = 365.9654, GNorm = 0.1031, lr_0 = 9.9634e-04
Validation prc-auc = 0.040173
Epoch 5454
Loss = 2.5329e-02, PNorm = 365.9975, GNorm = 2.0393, lr_0 = 9.9634e-04
Validation prc-auc = 0.041843
Epoch 5455
Loss = 2.7103e-02, PNorm = 366.0389, GNorm = 1.2958, lr_0 = 9.9634e-04
Validation prc-auc = 0.036801
Epoch 5456
Loss = 8.5339e-03, PNorm = 366.0744, GNorm = 0.0517, lr_0 = 9.9633e-04
Validation prc-auc = 0.034313
Epoch 5457
Loss = 7.1082e-02, PNorm = 366.0983, GNorm = 1.7913, lr_0 = 9.9633e-04
Validation prc-auc = 0.028185
Epoch 5458
Loss = 1.7537e-02, PNorm = 366.1151, GNorm = 0.7718, lr_0 = 9.9633e-04
Validation prc-auc = 0.030321
Epoch 5459
Loss = 1.3643e-03, PNorm = 366.1426, GNorm = 0.0479, lr_0 = 9.9633e-04
Loss = 3.4575e-02, PNorm = 366.1640, GNorm = 0.1900, lr_0 = 9.9633e-04
Validation prc-auc = 0.031825
Epoch 5460
Loss = 1.9353e-02, PNorm = 366.1892, GNorm = 0.0758, lr_0 = 9.9633e-04
Validation prc-auc = 0.053216
Epoch 5461
Loss = 2.1405e-02, PNorm = 366.2266, GNorm = 2.0970, lr_0 = 9.9633e-04
Validation prc-auc = 0.056712
Epoch 5462
Loss = 1.7956e-02, PNorm = 366.2643, GNorm = 0.0201, lr_0 = 9.9633e-04
Validation prc-auc = 0.034820
Epoch 5463
Loss = 1.2659e-02, PNorm = 366.2956, GNorm = 0.8691, lr_0 = 9.9633e-04
Validation prc-auc = 0.033944
Epoch 5464
Loss = 6.9343e-03, PNorm = 366.3113, GNorm = 0.2068, lr_0 = 9.9633e-04
Validation prc-auc = 0.032458
Epoch 5465
Loss = 9.5722e-02, PNorm = 366.3216, GNorm = 0.0964, lr_0 = 9.9633e-04
Validation prc-auc = 0.030713
Epoch 5466
Loss = 3.4933e-02, PNorm = 366.3387, GNorm = 0.0413, lr_0 = 9.9633e-04
Validation prc-auc = 0.034162
Epoch 5467
Loss = 1.9613e-02, PNorm = 366.3725, GNorm = 0.9298, lr_0 = 9.9633e-04
Validation prc-auc = 0.028914
Epoch 5468
Loss = 1.4245e-02, PNorm = 366.3968, GNorm = 0.3173, lr_0 = 9.9633e-04
Validation prc-auc = 0.035813
Epoch 5469
Loss = 8.3177e-03, PNorm = 366.4252, GNorm = 0.6676, lr_0 = 9.9633e-04
Loss = 1.9511e-02, PNorm = 366.4485, GNorm = 1.9704, lr_0 = 9.9632e-04
Validation prc-auc = 0.036049
Epoch 5470
Loss = 1.9587e-02, PNorm = 366.4748, GNorm = 0.2852, lr_0 = 9.9632e-04
Validation prc-auc = 0.035648
Epoch 5471
Loss = 3.3960e-02, PNorm = 366.5005, GNorm = 0.3448, lr_0 = 9.9632e-04
Validation prc-auc = 0.035741
Epoch 5472
Loss = 2.6346e-02, PNorm = 366.5294, GNorm = 0.0431, lr_0 = 9.9632e-04
Validation prc-auc = 0.036230
Epoch 5473
Loss = 1.3548e-02, PNorm = 366.5567, GNorm = 0.0060, lr_0 = 9.9632e-04
Validation prc-auc = 0.040344
Epoch 5474
Loss = 8.1890e-03, PNorm = 366.5807, GNorm = 0.2441, lr_0 = 9.9632e-04
Validation prc-auc = 0.041443
Epoch 5475
Loss = 6.6794e-03, PNorm = 366.6002, GNorm = 0.6543, lr_0 = 9.9632e-04
Validation prc-auc = 0.043467
Epoch 5476
Loss = 1.5508e-02, PNorm = 366.6155, GNorm = 0.1245, lr_0 = 9.9632e-04
Validation prc-auc = 0.046175
Epoch 5477
Loss = 1.2496e-02, PNorm = 366.6256, GNorm = 1.7410, lr_0 = 9.9632e-04
Validation prc-auc = 0.049160
Epoch 5478
Loss = 3.7185e-02, PNorm = 366.6468, GNorm = 2.2018, lr_0 = 9.9632e-04
Validation prc-auc = 0.052706
Epoch 5479
Loss = 1.8486e-02, PNorm = 366.6826, GNorm = 0.8938, lr_0 = 9.9632e-04
Loss = 2.9183e-02, PNorm = 366.7156, GNorm = 2.2221, lr_0 = 9.9632e-04
Validation prc-auc = 0.053261
Epoch 5480
Loss = 2.4793e-02, PNorm = 366.7365, GNorm = 0.0429, lr_0 = 9.9632e-04
Validation prc-auc = 0.031835
Epoch 5481
Loss = 2.9491e-02, PNorm = 366.7694, GNorm = 2.1463, lr_0 = 9.9632e-04
Validation prc-auc = 0.032890
Epoch 5482
Loss = 3.2240e-02, PNorm = 366.8200, GNorm = 2.0159, lr_0 = 9.9631e-04
Validation prc-auc = 0.046494
Epoch 5483
Loss = 4.4545e-02, PNorm = 366.8561, GNorm = 1.1290, lr_0 = 9.9631e-04
Validation prc-auc = 0.042864
Epoch 5484
Loss = 1.0137e-02, PNorm = 366.8760, GNorm = 0.8169, lr_0 = 9.9631e-04
Validation prc-auc = 0.038898
Epoch 5485
Loss = 1.5880e-02, PNorm = 366.9015, GNorm = 0.0826, lr_0 = 9.9631e-04
Validation prc-auc = 0.052300
Epoch 5486
Loss = 9.5093e-03, PNorm = 366.9427, GNorm = 0.3773, lr_0 = 9.9631e-04
Validation prc-auc = 0.046217
Epoch 5487
Loss = 2.5227e-03, PNorm = 366.9695, GNorm = 0.0636, lr_0 = 9.9631e-04
Validation prc-auc = 0.046110
Epoch 5488
Loss = 1.6171e-02, PNorm = 366.9868, GNorm = 0.0697, lr_0 = 9.9631e-04
Validation prc-auc = 0.044433
Epoch 5489
Loss = 2.1101e-02, PNorm = 367.0043, GNorm = 1.1166, lr_0 = 9.9631e-04
Loss = 1.2637e-02, PNorm = 367.0170, GNorm = 1.4345, lr_0 = 9.9631e-04
Validation prc-auc = 0.039797
Epoch 5490
Loss = 2.3123e-02, PNorm = 367.0262, GNorm = 1.2028, lr_0 = 9.9631e-04
Validation prc-auc = 0.027064
Epoch 5491
Loss = 1.3139e-02, PNorm = 367.0531, GNorm = 0.4977, lr_0 = 9.9631e-04
Validation prc-auc = 0.026480
Epoch 5492
Loss = 2.4390e-02, PNorm = 367.0870, GNorm = 0.0207, lr_0 = 9.9631e-04
Validation prc-auc = 0.037030
Epoch 5493
Loss = 3.8463e-02, PNorm = 367.1077, GNorm = 0.1965, lr_0 = 9.9631e-04
Validation prc-auc = 0.024182
Epoch 5494
Loss = 3.0911e-02, PNorm = 367.1282, GNorm = 0.3271, lr_0 = 9.9631e-04
Validation prc-auc = 0.025241
Epoch 5495
Loss = 1.5167e-02, PNorm = 367.1538, GNorm = 0.8182, lr_0 = 9.9631e-04
Validation prc-auc = 0.031046
Epoch 5496
Loss = 3.8497e-03, PNorm = 367.2009, GNorm = 0.1051, lr_0 = 9.9630e-04
Validation prc-auc = 0.034173
Epoch 5497
Loss = 3.7483e-02, PNorm = 367.2292, GNorm = 1.4872, lr_0 = 9.9630e-04
Validation prc-auc = 0.024676
Epoch 5498
Loss = 1.9095e-02, PNorm = 367.2518, GNorm = 0.0553, lr_0 = 9.9630e-04
Validation prc-auc = 0.024187
Epoch 5499
Loss = 4.9741e-03, PNorm = 367.2950, GNorm = 0.2383, lr_0 = 9.9630e-04
Loss = 1.4279e-02, PNorm = 367.3316, GNorm = 0.3653, lr_0 = 9.9630e-04
Validation prc-auc = 0.028698
Epoch 5500
Loss = 3.5602e-02, PNorm = 367.3549, GNorm = 0.0320, lr_0 = 9.9630e-04
Validation prc-auc = 0.027344
Epoch 5501
Loss = 2.6172e-02, PNorm = 367.3837, GNorm = 0.1533, lr_0 = 9.9630e-04
Validation prc-auc = 0.031034
Epoch 5502
Loss = 1.1844e-02, PNorm = 367.4079, GNorm = 0.2294, lr_0 = 9.9630e-04
Validation prc-auc = 0.032301
Epoch 5503
Loss = 6.8617e-03, PNorm = 367.4236, GNorm = 0.2915, lr_0 = 9.9630e-04
Validation prc-auc = 0.033405
Epoch 5504
Loss = 3.8833e-02, PNorm = 367.4347, GNorm = 0.1311, lr_0 = 9.9630e-04
Validation prc-auc = 0.030599
Epoch 5505
Loss = 2.2765e-02, PNorm = 367.4635, GNorm = 0.6432, lr_0 = 9.9630e-04
Validation prc-auc = 0.030574
Epoch 5506
Loss = 7.7018e-02, PNorm = 367.4873, GNorm = 1.3179, lr_0 = 9.9630e-04
Validation prc-auc = 0.028420
Epoch 5507
Loss = 1.0544e-02, PNorm = 367.5122, GNorm = 0.2414, lr_0 = 9.9630e-04
Validation prc-auc = 0.030765
Epoch 5508
Loss = 6.3488e-02, PNorm = 367.5350, GNorm = 1.3893, lr_0 = 9.9630e-04
Validation prc-auc = 0.029050
Epoch 5509
Loss = 1.7428e-02, PNorm = 367.5781, GNorm = 0.9869, lr_0 = 9.9630e-04
Loss = 1.0762e-02, PNorm = 367.6129, GNorm = 0.0121, lr_0 = 9.9629e-04
Validation prc-auc = 0.039889
Epoch 5510
Loss = 3.0778e-02, PNorm = 367.6346, GNorm = 0.5913, lr_0 = 9.9629e-04
Validation prc-auc = 0.035370
Epoch 5511
Loss = 8.0898e-02, PNorm = 367.6586, GNorm = 0.0248, lr_0 = 9.9629e-04
Validation prc-auc = 0.038962
Epoch 5512
Loss = 2.0148e-02, PNorm = 367.6924, GNorm = 0.4795, lr_0 = 9.9629e-04
Validation prc-auc = 0.034025
Epoch 5513
Loss = 4.4748e-02, PNorm = 367.7240, GNorm = 2.0245, lr_0 = 9.9629e-04
Validation prc-auc = 0.030634
Epoch 5514
Loss = 4.3476e-02, PNorm = 367.7509, GNorm = 2.2548, lr_0 = 9.9629e-04
Validation prc-auc = 0.030095
Epoch 5515
Loss = 2.4904e-02, PNorm = 367.7904, GNorm = 0.8927, lr_0 = 9.9629e-04
Validation prc-auc = 0.027748
Epoch 5516
Loss = 1.3669e-02, PNorm = 367.8350, GNorm = 0.7570, lr_0 = 9.9629e-04
Validation prc-auc = 0.023550
Epoch 5517
Loss = 7.8867e-02, PNorm = 367.8603, GNorm = 3.2476, lr_0 = 9.9629e-04
Validation prc-auc = 0.023932
Epoch 5518
Loss = 1.3903e-02, PNorm = 367.8915, GNorm = 0.8649, lr_0 = 9.9629e-04
Validation prc-auc = 0.022523
Epoch 5519
Loss = 4.3498e-03, PNorm = 367.9259, GNorm = 0.1834, lr_0 = 9.9629e-04
Loss = 6.5667e-02, PNorm = 367.9576, GNorm = 0.4917, lr_0 = 9.9629e-04
Validation prc-auc = 0.024656
Epoch 5520
Loss = 2.8590e-02, PNorm = 367.9973, GNorm = 1.3539, lr_0 = 9.9629e-04
Validation prc-auc = 0.026007
Epoch 5521
Loss = 3.2767e-02, PNorm = 368.0329, GNorm = 1.2318, lr_0 = 9.9629e-04
Validation prc-auc = 0.027251
Epoch 5522
Loss = 2.7135e-02, PNorm = 368.0565, GNorm = 1.4346, lr_0 = 9.9628e-04
Validation prc-auc = 0.028631
Epoch 5523
Loss = 1.4125e-02, PNorm = 368.0788, GNorm = 0.9822, lr_0 = 9.9628e-04
Validation prc-auc = 0.028889
Epoch 5524
Loss = 4.0227e-02, PNorm = 368.1071, GNorm = 0.6097, lr_0 = 9.9628e-04
Validation prc-auc = 0.028508
Epoch 5525
Loss = 2.1845e-02, PNorm = 368.1423, GNorm = 0.3181, lr_0 = 9.9628e-04
Validation prc-auc = 0.034938
Epoch 5526
Loss = 2.8484e-02, PNorm = 368.1738, GNorm = 0.4847, lr_0 = 9.9628e-04
Validation prc-auc = 0.036191
Epoch 5527
Loss = 8.4342e-03, PNorm = 368.2062, GNorm = 0.7986, lr_0 = 9.9628e-04
Validation prc-auc = 0.029623
Epoch 5528
Loss = 6.9013e-02, PNorm = 368.2281, GNorm = 0.2164, lr_0 = 9.9628e-04
Validation prc-auc = 0.028841
Epoch 5529
Loss = 6.6712e-03, PNorm = 368.2524, GNorm = 0.4675, lr_0 = 9.9628e-04
Loss = 1.2166e-02, PNorm = 368.2739, GNorm = 1.6601, lr_0 = 9.9628e-04
Validation prc-auc = 0.034928
Epoch 5530
Loss = 2.1718e-02, PNorm = 368.2882, GNorm = 1.9639, lr_0 = 9.9628e-04
Validation prc-auc = 0.029574
Epoch 5531
Loss = 9.7962e-03, PNorm = 368.3010, GNorm = 0.3991, lr_0 = 9.9628e-04
Validation prc-auc = 0.030237
Epoch 5532
Loss = 2.4491e-02, PNorm = 368.3185, GNorm = 0.1826, lr_0 = 9.9628e-04
Validation prc-auc = 0.031896
Epoch 5533
Loss = 7.0740e-02, PNorm = 368.3531, GNorm = 0.3304, lr_0 = 9.9628e-04
Validation prc-auc = 0.025927
Epoch 5534
Loss = 2.2620e-02, PNorm = 368.3861, GNorm = 0.1841, lr_0 = 9.9628e-04
Validation prc-auc = 0.021683
Epoch 5535
Loss = 4.7408e-02, PNorm = 368.4255, GNorm = 0.5256, lr_0 = 9.9628e-04
Validation prc-auc = 0.023476
Epoch 5536
Loss = 5.9380e-02, PNorm = 368.4702, GNorm = 0.0533, lr_0 = 9.9627e-04
Validation prc-auc = 0.025426
Epoch 5537
Loss = 2.3000e-02, PNorm = 368.5086, GNorm = 1.3218, lr_0 = 9.9627e-04
Validation prc-auc = 0.030812
Epoch 5538
Loss = 7.5726e-02, PNorm = 368.5408, GNorm = 1.0982, lr_0 = 9.9627e-04
Validation prc-auc = 0.025713
Epoch 5539
Loss = 8.5801e-03, PNorm = 368.5714, GNorm = 0.3349, lr_0 = 9.9627e-04
Loss = 5.2176e-02, PNorm = 368.6139, GNorm = 0.2246, lr_0 = 9.9627e-04
Validation prc-auc = 0.024558
Epoch 5540
Loss = 5.3391e-02, PNorm = 368.6614, GNorm = 1.3519, lr_0 = 9.9627e-04
Validation prc-auc = 0.038831
Epoch 5541
Loss = 4.3288e-02, PNorm = 368.6960, GNorm = 1.7832, lr_0 = 9.9627e-04
Validation prc-auc = 0.040022
Epoch 5542
Loss = 1.6428e-02, PNorm = 368.7285, GNorm = 0.0783, lr_0 = 9.9627e-04
Validation prc-auc = 0.041556
Epoch 5543
Loss = 2.6388e-02, PNorm = 368.7492, GNorm = 0.1523, lr_0 = 9.9627e-04
Validation prc-auc = 0.043810
Epoch 5544
Loss = 2.1522e-02, PNorm = 368.7767, GNorm = 1.7114, lr_0 = 9.9627e-04
Validation prc-auc = 0.043592
Epoch 5545
Loss = 2.5664e-02, PNorm = 368.7984, GNorm = 0.3295, lr_0 = 9.9627e-04
Validation prc-auc = 0.043806
Epoch 5546
Loss = 3.8163e-03, PNorm = 368.8194, GNorm = 0.2053, lr_0 = 9.9627e-04
Validation prc-auc = 0.042798
Epoch 5547
Loss = 1.5971e-02, PNorm = 368.8443, GNorm = 0.2702, lr_0 = 9.9627e-04
Validation prc-auc = 0.042949
Epoch 5548
Loss = 4.8011e-03, PNorm = 368.8776, GNorm = 0.4055, lr_0 = 9.9627e-04
Validation prc-auc = 0.047239
Epoch 5549
Loss = 4.4907e-03, PNorm = 368.9178, GNorm = 0.1862, lr_0 = 9.9626e-04
Loss = 2.9165e-02, PNorm = 368.9494, GNorm = 0.5885, lr_0 = 9.9626e-04
Validation prc-auc = 0.045504
Epoch 5550
Loss = 6.8912e-02, PNorm = 368.9812, GNorm = 2.0786, lr_0 = 9.9626e-04
Validation prc-auc = 0.033620
Epoch 5551
Loss = 2.3280e-02, PNorm = 369.0307, GNorm = 0.2486, lr_0 = 9.9626e-04
Validation prc-auc = 0.038543
Epoch 5552
Loss = 3.8908e-02, PNorm = 369.0772, GNorm = 1.3351, lr_0 = 9.9626e-04
Validation prc-auc = 0.043370
Epoch 5553
Loss = 9.6333e-03, PNorm = 369.1079, GNorm = 0.3379, lr_0 = 9.9626e-04
Validation prc-auc = 0.032455
Epoch 5554
Loss = 2.1614e-02, PNorm = 369.1283, GNorm = 1.0284, lr_0 = 9.9626e-04
Validation prc-auc = 0.037561
Epoch 5555
Loss = 2.0081e-02, PNorm = 369.1557, GNorm = 2.6333, lr_0 = 9.9626e-04
Validation prc-auc = 0.037032
Epoch 5556
Loss = 8.3310e-02, PNorm = 369.1812, GNorm = 2.2481, lr_0 = 9.9626e-04
Validation prc-auc = 0.030823
Epoch 5557
Loss = 1.5491e-02, PNorm = 369.2060, GNorm = 0.2790, lr_0 = 9.9626e-04
Validation prc-auc = 0.032535
Epoch 5558
Loss = 6.5749e-03, PNorm = 369.2402, GNorm = 0.2732, lr_0 = 9.9626e-04
Validation prc-auc = 0.036046
Epoch 5559
Loss = 4.8405e-03, PNorm = 369.2765, GNorm = 0.1727, lr_0 = 9.9626e-04
Loss = 2.6855e-02, PNorm = 369.2990, GNorm = 1.9887, lr_0 = 9.9626e-04
Validation prc-auc = 0.036400
Epoch 5560
Loss = 2.4895e-02, PNorm = 369.3231, GNorm = 0.0520, lr_0 = 9.9626e-04
Validation prc-auc = 0.044037
Epoch 5561
Loss = 2.9065e-02, PNorm = 369.3543, GNorm = 1.6133, lr_0 = 9.9626e-04
Validation prc-auc = 0.049117
Epoch 5562
Loss = 1.2555e-02, PNorm = 369.3792, GNorm = 1.1633, lr_0 = 9.9625e-04
Validation prc-auc = 0.052092
Epoch 5563
Loss = 4.8262e-02, PNorm = 369.4124, GNorm = 0.1342, lr_0 = 9.9625e-04
Validation prc-auc = 0.054940
Epoch 5564
Loss = 1.7303e-02, PNorm = 369.4475, GNorm = 0.0422, lr_0 = 9.9625e-04
Validation prc-auc = 0.045398
Epoch 5565
Loss = 6.4763e-02, PNorm = 369.4744, GNorm = 1.1659, lr_0 = 9.9625e-04
Validation prc-auc = 0.038172
Epoch 5566
Loss = 4.3178e-02, PNorm = 369.5170, GNorm = 0.3011, lr_0 = 9.9625e-04
Validation prc-auc = 0.045822
Epoch 5567
Loss = 1.8812e-02, PNorm = 369.5614, GNorm = 1.2265, lr_0 = 9.9625e-04
Validation prc-auc = 0.046312
Epoch 5568
Loss = 4.9736e-02, PNorm = 369.5996, GNorm = 0.7030, lr_0 = 9.9625e-04
Validation prc-auc = 0.050966
Epoch 5569
Loss = 7.6763e-03, PNorm = 369.6250, GNorm = 0.2895, lr_0 = 9.9625e-04
Loss = 3.8363e-02, PNorm = 369.6553, GNorm = 0.4117, lr_0 = 9.9625e-04
Validation prc-auc = 0.048373
Epoch 5570
Loss = 6.3262e-02, PNorm = 369.6938, GNorm = 1.2131, lr_0 = 9.9625e-04
Validation prc-auc = 0.046464
Epoch 5571
Loss = 3.9341e-02, PNorm = 369.7414, GNorm = 0.3163, lr_0 = 9.9625e-04
Validation prc-auc = 0.037912
Epoch 5572
Loss = 2.3891e-02, PNorm = 369.7840, GNorm = 0.7229, lr_0 = 9.9625e-04
Validation prc-auc = 0.036864
Epoch 5573
Loss = 2.1253e-02, PNorm = 369.8252, GNorm = 0.0735, lr_0 = 9.9625e-04
Validation prc-auc = 0.036141
Epoch 5574
Loss = 1.9074e-02, PNorm = 369.8616, GNorm = 0.9872, lr_0 = 9.9625e-04
Validation prc-auc = 0.034746
Epoch 5575
Loss = 1.2144e-02, PNorm = 369.9022, GNorm = 0.1940, lr_0 = 9.9625e-04
Validation prc-auc = 0.034398
Epoch 5576
Loss = 3.3277e-03, PNorm = 369.9357, GNorm = 0.2625, lr_0 = 9.9624e-04
Validation prc-auc = 0.034410
Epoch 5577
Loss = 3.2525e-02, PNorm = 369.9578, GNorm = 0.9620, lr_0 = 9.9624e-04
Validation prc-auc = 0.034758
Epoch 5578
Loss = 7.1647e-02, PNorm = 369.9819, GNorm = 0.0287, lr_0 = 9.9624e-04
Validation prc-auc = 0.036593
Epoch 5579
Loss = 1.1311e-02, PNorm = 370.0119, GNorm = 0.9887, lr_0 = 9.9624e-04
Loss = 2.5100e-02, PNorm = 370.0302, GNorm = 0.4943, lr_0 = 9.9624e-04
Validation prc-auc = 0.036152
Epoch 5580
Loss = 5.5964e-02, PNorm = 370.0626, GNorm = 3.0710, lr_0 = 9.9624e-04
Validation prc-auc = 0.034802
Epoch 5581
Loss = 3.0476e-02, PNorm = 370.1068, GNorm = 0.5612, lr_0 = 9.9624e-04
Validation prc-auc = 0.035833
Epoch 5582
Loss = 4.7442e-02, PNorm = 370.1417, GNorm = 1.6579, lr_0 = 9.9624e-04
Validation prc-auc = 0.033128
Epoch 5583
Loss = 4.4489e-02, PNorm = 370.1794, GNorm = 1.7046, lr_0 = 9.9624e-04
Validation prc-auc = 0.031470
Epoch 5584
Loss = 6.1623e-02, PNorm = 370.2157, GNorm = 1.6200, lr_0 = 9.9624e-04
Validation prc-auc = 0.034362
Epoch 5585
Loss = 3.9584e-02, PNorm = 370.2665, GNorm = 1.7751, lr_0 = 9.9624e-04
Validation prc-auc = 0.042114
Epoch 5586
Loss = 1.1082e-02, PNorm = 370.3229, GNorm = 0.1463, lr_0 = 9.9624e-04
Validation prc-auc = 0.044057
Epoch 5587
Loss = 1.9129e-02, PNorm = 370.3615, GNorm = 0.2695, lr_0 = 9.9624e-04
Validation prc-auc = 0.047483
Epoch 5588
Loss = 1.1002e-02, PNorm = 370.3992, GNorm = 0.1578, lr_0 = 9.9624e-04
Validation prc-auc = 0.047834
Epoch 5589
Loss = 2.6318e-02, PNorm = 370.4238, GNorm = 0.9999, lr_0 = 9.9623e-04
Loss = 3.1649e-02, PNorm = 370.4544, GNorm = 0.5926, lr_0 = 9.9623e-04
Validation prc-auc = 0.047986
Epoch 5590
Loss = 2.5543e-02, PNorm = 370.4797, GNorm = 0.9810, lr_0 = 9.9623e-04
Validation prc-auc = 0.048773
Epoch 5591
Loss = 2.3067e-02, PNorm = 370.5130, GNorm = 0.1997, lr_0 = 9.9623e-04
Validation prc-auc = 0.053036
Epoch 5592
Loss = 3.3714e-02, PNorm = 370.5443, GNorm = 2.5430, lr_0 = 9.9623e-04
Validation prc-auc = 0.049283
Epoch 5593
Loss = 3.3436e-02, PNorm = 370.5799, GNorm = 0.2699, lr_0 = 9.9623e-04
Validation prc-auc = 0.047404
Epoch 5594
Loss = 1.7298e-02, PNorm = 370.6277, GNorm = 1.3818, lr_0 = 9.9623e-04
Validation prc-auc = 0.048827
Epoch 5595
Loss = 3.9105e-02, PNorm = 370.6677, GNorm = 1.5751, lr_0 = 9.9623e-04
Validation prc-auc = 0.050627
Epoch 5596
Loss = 3.1363e-02, PNorm = 370.7163, GNorm = 1.2103, lr_0 = 9.9623e-04
Validation prc-auc = 0.049940
Epoch 5597
Loss = 5.5984e-02, PNorm = 370.7819, GNorm = 0.7156, lr_0 = 9.9623e-04
Validation prc-auc = 0.048107
Epoch 5598
Loss = 3.5389e-03, PNorm = 370.8467, GNorm = 0.0505, lr_0 = 9.9623e-04
Validation prc-auc = 0.048093
Epoch 5599
Loss = 3.1505e-02, PNorm = 370.9019, GNorm = 1.1301, lr_0 = 9.9623e-04
Loss = 3.5707e-02, PNorm = 370.9523, GNorm = 1.3926, lr_0 = 9.9623e-04
Validation prc-auc = 0.039127
Epoch 5600
Loss = 7.3890e-02, PNorm = 371.0034, GNorm = 1.3542, lr_0 = 9.9623e-04
Validation prc-auc = 0.051845
Epoch 5601
Loss = 4.7073e-02, PNorm = 371.0596, GNorm = 0.1058, lr_0 = 9.9623e-04
Validation prc-auc = 0.054012
Epoch 5602
Loss = 2.9509e-02, PNorm = 371.1065, GNorm = 1.0012, lr_0 = 9.9622e-04
Validation prc-auc = 0.047527
Epoch 5603
Loss = 4.3648e-02, PNorm = 371.1495, GNorm = 0.8617, lr_0 = 9.9622e-04
Validation prc-auc = 0.037142
Epoch 5604
Loss = 5.2499e-02, PNorm = 371.2048, GNorm = 1.1615, lr_0 = 9.9622e-04
Validation prc-auc = 0.049779
Epoch 5605
Loss = 3.2170e-02, PNorm = 371.2547, GNorm = 0.1006, lr_0 = 9.9622e-04
Validation prc-auc = 0.051871
Epoch 5606
Loss = 3.2873e-02, PNorm = 371.2958, GNorm = 0.0456, lr_0 = 9.9622e-04
Validation prc-auc = 0.045430
Epoch 5607
Loss = 1.0496e-02, PNorm = 371.3323, GNorm = 0.0763, lr_0 = 9.9622e-04
Validation prc-auc = 0.041360
Epoch 5608
Loss = 9.4426e-02, PNorm = 371.3566, GNorm = 0.7760, lr_0 = 9.9622e-04
Validation prc-auc = 0.040983
Epoch 5609
Loss = 1.2848e-02, PNorm = 371.3823, GNorm = 0.4380, lr_0 = 9.9622e-04
Loss = 4.6867e-02, PNorm = 371.4418, GNorm = 1.8056, lr_0 = 9.9622e-04
Validation prc-auc = 0.065412
Epoch 5610
Loss = 4.3458e-02, PNorm = 371.4787, GNorm = 1.8539, lr_0 = 9.9622e-04
Validation prc-auc = 0.053583
Epoch 5611
Loss = 3.6451e-02, PNorm = 371.5144, GNorm = 1.4159, lr_0 = 9.9622e-04
Validation prc-auc = 0.057156
Epoch 5612
Loss = 3.9394e-02, PNorm = 371.5823, GNorm = 2.8814, lr_0 = 9.9622e-04
Validation prc-auc = 0.059446
Epoch 5613
Loss = 5.1585e-03, PNorm = 371.6259, GNorm = 0.1108, lr_0 = 9.9622e-04
Validation prc-auc = 0.057756
Epoch 5614
Loss = 1.4782e-02, PNorm = 371.6469, GNorm = 0.1194, lr_0 = 9.9622e-04
Validation prc-auc = 0.054470
Epoch 5615
Loss = 7.3908e-02, PNorm = 371.6632, GNorm = 2.1221, lr_0 = 9.9621e-04
Validation prc-auc = 0.062306
Epoch 5616
Loss = 1.5559e-02, PNorm = 371.6941, GNorm = 0.1100, lr_0 = 9.9621e-04
Validation prc-auc = 0.062908
Epoch 5617
Loss = 5.5218e-02, PNorm = 371.7271, GNorm = 1.5867, lr_0 = 9.9621e-04
Validation prc-auc = 0.050050
Epoch 5618
Loss = 4.2661e-02, PNorm = 371.7664, GNorm = 1.4203, lr_0 = 9.9621e-04
Validation prc-auc = 0.048003
Epoch 5619
Loss = 3.5560e-03, PNorm = 371.8057, GNorm = 0.1339, lr_0 = 9.9621e-04
Loss = 2.8424e-02, PNorm = 371.8480, GNorm = 1.3747, lr_0 = 9.9621e-04
Validation prc-auc = 0.046038
Epoch 5620
Loss = 4.3129e-02, PNorm = 371.8766, GNorm = 0.2923, lr_0 = 9.9621e-04
Validation prc-auc = 0.054941
Epoch 5621
Loss = 5.4730e-02, PNorm = 371.9175, GNorm = 1.8031, lr_0 = 9.9621e-04
Validation prc-auc = 0.044377
Epoch 5622
Loss = 2.9897e-02, PNorm = 371.9564, GNorm = 0.3830, lr_0 = 9.9621e-04
Validation prc-auc = 0.044189
Epoch 5623
Loss = 6.5522e-02, PNorm = 371.9917, GNorm = 2.6868, lr_0 = 9.9621e-04
Validation prc-auc = 0.053116
Epoch 5624
Loss = 1.6507e-02, PNorm = 372.0375, GNorm = 1.3133, lr_0 = 9.9621e-04
Validation prc-auc = 0.050813
Epoch 5625
Loss = 6.4172e-02, PNorm = 372.0662, GNorm = 0.3120, lr_0 = 9.9621e-04
Validation prc-auc = 0.054679
Epoch 5626
Loss = 1.8207e-02, PNorm = 372.0876, GNorm = 0.3961, lr_0 = 9.9621e-04
Validation prc-auc = 0.053354
Epoch 5627
Loss = 1.1957e-02, PNorm = 372.1039, GNorm = 0.1618, lr_0 = 9.9621e-04
Validation prc-auc = 0.044854
Epoch 5628
Loss = 1.0652e-02, PNorm = 372.1283, GNorm = 0.5468, lr_0 = 9.9621e-04
Validation prc-auc = 0.049481
Epoch 5629
Loss = 5.3300e-03, PNorm = 372.1530, GNorm = 0.2364, lr_0 = 9.9620e-04
Loss = 3.7317e-02, PNorm = 372.1695, GNorm = 1.4259, lr_0 = 9.9620e-04
Validation prc-auc = 0.051459
Epoch 5630
Loss = 7.6544e-02, PNorm = 372.1867, GNorm = 1.3471, lr_0 = 9.9620e-04
Validation prc-auc = 0.047759
Epoch 5631
Loss = 4.3452e-02, PNorm = 372.2261, GNorm = 1.6483, lr_0 = 9.9620e-04
Validation prc-auc = 0.045956
Epoch 5632
Loss = 2.1952e-02, PNorm = 372.2736, GNorm = 0.0526, lr_0 = 9.9620e-04
Validation prc-auc = 0.054930
Epoch 5633
Loss = 4.9804e-02, PNorm = 372.3083, GNorm = 0.3447, lr_0 = 9.9620e-04
Validation prc-auc = 0.043967
Epoch 5634
Loss = 5.1083e-02, PNorm = 372.3345, GNorm = 1.0104, lr_0 = 9.9620e-04
Validation prc-auc = 0.032252
Epoch 5635
Loss = 6.2701e-02, PNorm = 372.3657, GNorm = 1.3813, lr_0 = 9.9620e-04
Validation prc-auc = 0.045976
Epoch 5636
Loss = 8.0516e-03, PNorm = 372.4012, GNorm = 0.6353, lr_0 = 9.9620e-04
Validation prc-auc = 0.051084
Epoch 5637
Loss = 1.7416e-02, PNorm = 372.4275, GNorm = 1.0880, lr_0 = 9.9620e-04
Validation prc-auc = 0.054881
Epoch 5638
Loss = 3.0891e-02, PNorm = 372.4574, GNorm = 1.4481, lr_0 = 9.9620e-04
Validation prc-auc = 0.048022
Epoch 5639
Loss = 4.1385e-03, PNorm = 372.4888, GNorm = 0.1847, lr_0 = 9.9620e-04
Loss = 2.0355e-02, PNorm = 372.5061, GNorm = 1.1649, lr_0 = 9.9620e-04
Validation prc-auc = 0.043255
Epoch 5640
Loss = 2.9472e-02, PNorm = 372.5210, GNorm = 0.0277, lr_0 = 9.9620e-04
Validation prc-auc = 0.056622
Epoch 5641
Loss = 1.9326e-02, PNorm = 372.5419, GNorm = 2.4414, lr_0 = 9.9619e-04
Validation prc-auc = 0.062544
Epoch 5642
Loss = 3.7375e-02, PNorm = 372.5645, GNorm = 2.0215, lr_0 = 9.9619e-04
Validation prc-auc = 0.068729
Epoch 5643
Loss = 3.7417e-02, PNorm = 372.5991, GNorm = 0.3020, lr_0 = 9.9619e-04
Validation prc-auc = 0.065570
Epoch 5644
Loss = 4.1226e-02, PNorm = 372.6249, GNorm = 1.2809, lr_0 = 9.9619e-04
Validation prc-auc = 0.058899
Epoch 5645
Loss = 1.3128e-02, PNorm = 372.6531, GNorm = 0.4189, lr_0 = 9.9619e-04
Validation prc-auc = 0.065901
Epoch 5646
Loss = 2.6258e-02, PNorm = 372.6900, GNorm = 0.5711, lr_0 = 9.9619e-04
Validation prc-auc = 0.059545
Epoch 5647
Loss = 5.4167e-02, PNorm = 372.7243, GNorm = 0.7281, lr_0 = 9.9619e-04
Validation prc-auc = 0.056840
Epoch 5648
Loss = 9.4820e-03, PNorm = 372.7564, GNorm = 0.4685, lr_0 = 9.9619e-04
Validation prc-auc = 0.058317
Epoch 5649
Loss = 2.6507e-03, PNorm = 372.7900, GNorm = 0.0616, lr_0 = 9.9619e-04
Loss = 3.4084e-02, PNorm = 372.8188, GNorm = 0.2080, lr_0 = 9.9619e-04
Validation prc-auc = 0.054698
Epoch 5650
Loss = 2.3826e-02, PNorm = 372.8497, GNorm = 1.9365, lr_0 = 9.9619e-04
Validation prc-auc = 0.052146
Epoch 5651
Loss = 2.6773e-02, PNorm = 372.8819, GNorm = 1.2726, lr_0 = 9.9619e-04
Validation prc-auc = 0.061728
Epoch 5652
Loss = 1.1669e-02, PNorm = 372.9064, GNorm = 0.1007, lr_0 = 9.9619e-04
Validation prc-auc = 0.069940
Epoch 5653
Loss = 2.2986e-02, PNorm = 372.9243, GNorm = 2.8143, lr_0 = 9.9619e-04
Validation prc-auc = 0.062246
Epoch 5654
Loss = 9.9864e-03, PNorm = 372.9427, GNorm = 0.4553, lr_0 = 9.9619e-04
Validation prc-auc = 0.068572
Epoch 5655
Loss = 1.4276e-02, PNorm = 372.9577, GNorm = 0.2982, lr_0 = 9.9618e-04
Validation prc-auc = 0.071405
Epoch 5656
Loss = 1.5601e-02, PNorm = 372.9746, GNorm = 0.2446, lr_0 = 9.9618e-04
Validation prc-auc = 0.066861
Epoch 5657
Loss = 2.8207e-02, PNorm = 373.0026, GNorm = 1.1242, lr_0 = 9.9618e-04
Validation prc-auc = 0.054808
Epoch 5658
Loss = 1.4626e-02, PNorm = 373.0350, GNorm = 1.0440, lr_0 = 9.9618e-04
Validation prc-auc = 0.063439
Epoch 5659
Loss = 1.9747e-03, PNorm = 373.0723, GNorm = 0.0980, lr_0 = 9.9618e-04
Loss = 2.0455e-02, PNorm = 373.1037, GNorm = 1.3874, lr_0 = 9.9618e-04
Validation prc-auc = 0.070230
Epoch 5660
Loss = 2.2720e-02, PNorm = 373.1311, GNorm = 0.2270, lr_0 = 9.9618e-04
Validation prc-auc = 0.071042
Epoch 5661
Loss = 1.4883e-02, PNorm = 373.1501, GNorm = 0.6608, lr_0 = 9.9618e-04
Validation prc-auc = 0.070252
Epoch 5662
Loss = 1.9899e-02, PNorm = 373.1658, GNorm = 0.9540, lr_0 = 9.9618e-04
Validation prc-auc = 0.068809
Epoch 5663
Loss = 2.8292e-02, PNorm = 373.1844, GNorm = 0.0092, lr_0 = 9.9618e-04
Validation prc-auc = 0.077016
Epoch 5664
Loss = 2.2549e-02, PNorm = 373.2077, GNorm = 2.4263, lr_0 = 9.9618e-04
Validation prc-auc = 0.083354
Epoch 5665
Loss = 2.6620e-02, PNorm = 373.2290, GNorm = 0.4875, lr_0 = 9.9618e-04
Validation prc-auc = 0.080151
Epoch 5666
Loss = 4.7207e-03, PNorm = 373.2525, GNorm = 0.3239, lr_0 = 9.9618e-04
Validation prc-auc = 0.079575
Epoch 5667
Loss = 5.8436e-02, PNorm = 373.2805, GNorm = 1.2606, lr_0 = 9.9618e-04
Validation prc-auc = 0.080808
Epoch 5668
Loss = 5.2737e-02, PNorm = 373.3148, GNorm = 3.2685, lr_0 = 9.9618e-04
Validation prc-auc = 0.070226
Epoch 5669
Loss = 1.7401e-01, PNorm = 373.3413, GNorm = 2.3327, lr_0 = 9.9617e-04
Loss = 2.3963e-02, PNorm = 373.3706, GNorm = 0.4002, lr_0 = 9.9617e-04
Validation prc-auc = 0.051062
Epoch 5670
Loss = 3.4936e-02, PNorm = 373.4108, GNorm = 0.2391, lr_0 = 9.9617e-04
Validation prc-auc = 0.043625
Epoch 5671
Loss = 1.7986e-02, PNorm = 373.4432, GNorm = 0.8710, lr_0 = 9.9617e-04
Validation prc-auc = 0.046429
Epoch 5672
Loss = 1.2419e-02, PNorm = 373.4684, GNorm = 0.0046, lr_0 = 9.9617e-04
Validation prc-auc = 0.041604
Epoch 5673
Loss = 2.6585e-02, PNorm = 373.4857, GNorm = 0.8653, lr_0 = 9.9617e-04
Validation prc-auc = 0.044832
Epoch 5674
Loss = 1.4449e-02, PNorm = 373.5071, GNorm = 0.4216, lr_0 = 9.9617e-04
Validation prc-auc = 0.030718
Epoch 5675
Loss = 1.0746e-02, PNorm = 373.5350, GNorm = 0.7232, lr_0 = 9.9617e-04
Validation prc-auc = 0.042398
Epoch 5676
Loss = 1.9517e-02, PNorm = 373.5731, GNorm = 0.0815, lr_0 = 9.9617e-04
Validation prc-auc = 0.050644
Epoch 5677
Loss = 9.9399e-02, PNorm = 373.6143, GNorm = 2.2856, lr_0 = 9.9617e-04
Validation prc-auc = 0.047599
Epoch 5678
Loss = 8.3615e-02, PNorm = 373.6606, GNorm = 0.0110, lr_0 = 9.9617e-04
Validation prc-auc = 0.036989
Epoch 5679
Loss = 1.7583e-02, PNorm = 373.7098, GNorm = 0.9053, lr_0 = 9.9617e-04
Loss = 1.5451e-02, PNorm = 373.7464, GNorm = 0.2410, lr_0 = 9.9617e-04
Validation prc-auc = 0.053297
Epoch 5680
Loss = 2.3939e-02, PNorm = 373.7723, GNorm = 0.4330, lr_0 = 9.9617e-04
Validation prc-auc = 0.047994
Epoch 5681
Loss = 1.9901e-02, PNorm = 373.7921, GNorm = 0.1100, lr_0 = 9.9616e-04
Validation prc-auc = 0.044504
Epoch 5682
Loss = 1.9053e-02, PNorm = 373.8104, GNorm = 0.4132, lr_0 = 9.9616e-04
Validation prc-auc = 0.041515
Epoch 5683
Loss = 9.7090e-03, PNorm = 373.8311, GNorm = 1.4540, lr_0 = 9.9616e-04
Validation prc-auc = 0.044877
Epoch 5684
Loss = 2.2207e-02, PNorm = 373.8516, GNorm = 0.5794, lr_0 = 9.9616e-04
Validation prc-auc = 0.046736
Epoch 5685
Loss = 1.9267e-02, PNorm = 373.8694, GNorm = 1.4726, lr_0 = 9.9616e-04
Validation prc-auc = 0.046862
Epoch 5686
Loss = 1.0981e-02, PNorm = 373.8999, GNorm = 0.1292, lr_0 = 9.9616e-04
Validation prc-auc = 0.059578
Epoch 5687
Loss = 2.2090e-02, PNorm = 373.9233, GNorm = 1.8587, lr_0 = 9.9616e-04
Validation prc-auc = 0.060959
Epoch 5688
Loss = 8.7335e-02, PNorm = 373.9391, GNorm = 2.2759, lr_0 = 9.9616e-04
Validation prc-auc = 0.058927
Epoch 5689
Loss = 1.3103e-03, PNorm = 373.9730, GNorm = 0.0739, lr_0 = 9.9616e-04
Loss = 4.0802e-02, PNorm = 374.0037, GNorm = 0.9431, lr_0 = 9.9616e-04
Validation prc-auc = 0.057372
Epoch 5690
Loss = 1.9237e-02, PNorm = 374.0332, GNorm = 0.3382, lr_0 = 9.9616e-04
Validation prc-auc = 0.049638
Epoch 5691
Loss = 3.7869e-02, PNorm = 374.0644, GNorm = 1.5971, lr_0 = 9.9616e-04
Validation prc-auc = 0.043458
Epoch 5692
Loss = 2.1313e-02, PNorm = 374.1077, GNorm = 0.0755, lr_0 = 9.9616e-04
Validation prc-auc = 0.048706
Epoch 5693
Loss = 2.4622e-02, PNorm = 374.1524, GNorm = 0.0605, lr_0 = 9.9616e-04
Validation prc-auc = 0.048762
Epoch 5694
Loss = 1.2853e-02, PNorm = 374.1922, GNorm = 0.1094, lr_0 = 9.9616e-04
Validation prc-auc = 0.043920
Epoch 5695
Loss = 1.8436e-02, PNorm = 374.2228, GNorm = 0.9009, lr_0 = 9.9615e-04
Validation prc-auc = 0.043514
Epoch 5696
Loss = 7.2870e-02, PNorm = 374.2490, GNorm = 0.4654, lr_0 = 9.9615e-04
Validation prc-auc = 0.041258
Epoch 5697
Loss = 4.6651e-02, PNorm = 374.2813, GNorm = 1.7347, lr_0 = 9.9615e-04
Validation prc-auc = 0.039402
Epoch 5698
Loss = 3.9738e-02, PNorm = 374.3234, GNorm = 0.3917, lr_0 = 9.9615e-04
Validation prc-auc = 0.037801
Epoch 5699
Loss = 1.1429e-01, PNorm = 374.3743, GNorm = 1.6388, lr_0 = 9.9615e-04
Loss = 4.1453e-02, PNorm = 374.4128, GNorm = 0.8464, lr_0 = 9.9615e-04
Validation prc-auc = 0.037662
Epoch 5700
Loss = 4.4142e-02, PNorm = 374.4490, GNorm = 2.9341, lr_0 = 9.9615e-04
Validation prc-auc = 0.036650
Epoch 5701
Loss = 2.3713e-02, PNorm = 374.4929, GNorm = 0.1144, lr_0 = 9.9615e-04
Validation prc-auc = 0.034423
Epoch 5702
Loss = 2.9758e-02, PNorm = 374.5331, GNorm = 1.0998, lr_0 = 9.9615e-04
Validation prc-auc = 0.032825
Epoch 5703
Loss = 6.5478e-02, PNorm = 374.5705, GNorm = 0.2914, lr_0 = 9.9615e-04
Validation prc-auc = 0.025750
Epoch 5704
Loss = 1.6015e-02, PNorm = 374.6068, GNorm = 1.2979, lr_0 = 9.9615e-04
Validation prc-auc = 0.028405
Epoch 5705
Loss = 6.0386e-02, PNorm = 374.6348, GNorm = 0.0248, lr_0 = 9.9615e-04
Validation prc-auc = 0.029343
Epoch 5706
Loss = 1.4491e-02, PNorm = 374.6790, GNorm = 0.3406, lr_0 = 9.9615e-04
Validation prc-auc = 0.029034
Epoch 5707
Loss = 9.9759e-02, PNorm = 374.7122, GNorm = 0.8588, lr_0 = 9.9615e-04
Validation prc-auc = 0.032772
Epoch 5708
Loss = 2.0939e-02, PNorm = 374.7558, GNorm = 0.7741, lr_0 = 9.9614e-04
Validation prc-auc = 0.038090
Epoch 5709
Loss = 2.5385e-03, PNorm = 374.7920, GNorm = 0.0711, lr_0 = 9.9614e-04
Loss = 2.8334e-02, PNorm = 374.8317, GNorm = 0.1876, lr_0 = 9.9614e-04
Validation prc-auc = 0.039033
Epoch 5710
Loss = 2.7759e-02, PNorm = 374.8705, GNorm = 0.0569, lr_0 = 9.9614e-04
Validation prc-auc = 0.045003
Epoch 5711
Loss = 4.0811e-02, PNorm = 374.9028, GNorm = 0.0245, lr_0 = 9.9614e-04
Validation prc-auc = 0.041868
Epoch 5712
Loss = 2.8587e-02, PNorm = 374.9353, GNorm = 0.1921, lr_0 = 9.9614e-04
Validation prc-auc = 0.039932
Epoch 5713
Loss = 3.7465e-02, PNorm = 374.9626, GNorm = 1.5588, lr_0 = 9.9614e-04
Validation prc-auc = 0.036697
Epoch 5714
Loss = 3.5683e-02, PNorm = 374.9979, GNorm = 1.6582, lr_0 = 9.9614e-04
Validation prc-auc = 0.030485
Epoch 5715
Loss = 1.9807e-02, PNorm = 375.0396, GNorm = 0.1184, lr_0 = 9.9614e-04
Validation prc-auc = 0.030333
Epoch 5716
Loss = 5.6566e-02, PNorm = 375.0748, GNorm = 1.5682, lr_0 = 9.9614e-04
Validation prc-auc = 0.032919
Epoch 5717
Loss = 1.3625e-02, PNorm = 375.1172, GNorm = 0.3718, lr_0 = 9.9614e-04
Validation prc-auc = 0.036731
Epoch 5718
Loss = 6.6409e-02, PNorm = 375.1516, GNorm = 2.5829, lr_0 = 9.9614e-04
Validation prc-auc = 0.040710
Epoch 5719
Loss = 7.1626e-03, PNorm = 375.1765, GNorm = 0.3661, lr_0 = 9.9614e-04
Loss = 2.8384e-02, PNorm = 375.2037, GNorm = 0.4675, lr_0 = 9.9614e-04
Validation prc-auc = 0.043372
Epoch 5720
Loss = 3.6989e-02, PNorm = 375.2340, GNorm = 1.2741, lr_0 = 9.9614e-04
Validation prc-auc = 0.047956
Epoch 5721
Loss = 4.2901e-02, PNorm = 375.2703, GNorm = 0.6845, lr_0 = 9.9613e-04
Validation prc-auc = 0.041295
Epoch 5722
Loss = 1.8211e-02, PNorm = 375.3107, GNorm = 0.6279, lr_0 = 9.9613e-04
Validation prc-auc = 0.042901
Epoch 5723
Loss = 2.4510e-02, PNorm = 375.3437, GNorm = 1.1011, lr_0 = 9.9613e-04
Validation prc-auc = 0.045058
Epoch 5724
Loss = 1.0727e-02, PNorm = 375.3721, GNorm = 0.0432, lr_0 = 9.9613e-04
Validation prc-auc = 0.043402
Epoch 5725
Loss = 1.9947e-02, PNorm = 375.3904, GNorm = 0.9276, lr_0 = 9.9613e-04
Validation prc-auc = 0.039467
Epoch 5726
Loss = 8.5846e-03, PNorm = 375.4100, GNorm = 0.4851, lr_0 = 9.9613e-04
Validation prc-auc = 0.043933
Epoch 5727
Loss = 6.6383e-03, PNorm = 375.4262, GNorm = 0.2726, lr_0 = 9.9613e-04
Validation prc-auc = 0.040487
Epoch 5728
Loss = 3.4954e-03, PNorm = 375.4677, GNorm = 0.1667, lr_0 = 9.9613e-04
Validation prc-auc = 0.039363
Epoch 5729
Loss = 1.8699e-02, PNorm = 375.5173, GNorm = 0.7349, lr_0 = 9.9613e-04
Loss = 1.6084e-02, PNorm = 375.5537, GNorm = 0.9852, lr_0 = 9.9613e-04
Validation prc-auc = 0.040667
Epoch 5730
Loss = 2.1250e-02, PNorm = 375.5777, GNorm = 0.0637, lr_0 = 9.9613e-04
Validation prc-auc = 0.040995
Epoch 5731
Loss = 2.4651e-02, PNorm = 375.6068, GNorm = 0.1031, lr_0 = 9.9613e-04
Validation prc-auc = 0.041266
Epoch 5732
Loss = 3.4561e-02, PNorm = 375.6288, GNorm = 0.6563, lr_0 = 9.9613e-04
Validation prc-auc = 0.043604
Epoch 5733
Loss = 8.1008e-03, PNorm = 375.6567, GNorm = 0.1575, lr_0 = 9.9613e-04
Validation prc-auc = 0.036616
Epoch 5734
Loss = 2.6694e-02, PNorm = 375.6825, GNorm = 0.1255, lr_0 = 9.9612e-04
Validation prc-auc = 0.033676
Epoch 5735
Loss = 5.4255e-02, PNorm = 375.7223, GNorm = 0.0488, lr_0 = 9.9612e-04
Validation prc-auc = 0.041649
Epoch 5736
Loss = 5.1419e-02, PNorm = 375.7573, GNorm = 0.9328, lr_0 = 9.9612e-04
Validation prc-auc = 0.031565
Epoch 5737
Loss = 5.4717e-03, PNorm = 375.7813, GNorm = 0.0894, lr_0 = 9.9612e-04
Validation prc-auc = 0.034838
Epoch 5738
Loss = 1.6253e-02, PNorm = 375.8060, GNorm = 0.0882, lr_0 = 9.9612e-04
Validation prc-auc = 0.042998
Epoch 5739
Loss = 2.1753e-03, PNorm = 375.8367, GNorm = 0.1263, lr_0 = 9.9612e-04
Loss = 5.4863e-02, PNorm = 375.8651, GNorm = 2.3929, lr_0 = 9.9612e-04
Validation prc-auc = 0.044624
Epoch 5740
Loss = 2.8344e-02, PNorm = 375.9037, GNorm = 1.7169, lr_0 = 9.9612e-04
Validation prc-auc = 0.045559
Epoch 5741
Loss = 2.4792e-02, PNorm = 375.9310, GNorm = 0.7476, lr_0 = 9.9612e-04
Validation prc-auc = 0.042910
Epoch 5742
Loss = 2.2751e-02, PNorm = 375.9525, GNorm = 0.0663, lr_0 = 9.9612e-04
Validation prc-auc = 0.046699
Epoch 5743
Loss = 7.2053e-02, PNorm = 375.9739, GNorm = 1.5148, lr_0 = 9.9612e-04
Validation prc-auc = 0.046224
Epoch 5744
Loss = 4.0722e-02, PNorm = 376.0181, GNorm = 0.0104, lr_0 = 9.9612e-04
Validation prc-auc = 0.056193
Epoch 5745
Loss = 3.8435e-02, PNorm = 376.0514, GNorm = 2.9701, lr_0 = 9.9612e-04
Validation prc-auc = 0.051620
Epoch 5746
Loss = 2.8601e-02, PNorm = 376.0892, GNorm = 0.5205, lr_0 = 9.9612e-04
Validation prc-auc = 0.045698
Epoch 5747
Loss = 3.8288e-02, PNorm = 376.1294, GNorm = 1.6367, lr_0 = 9.9612e-04
Validation prc-auc = 0.047965
Epoch 5748
Loss = 5.0256e-03, PNorm = 376.1633, GNorm = 0.0164, lr_0 = 9.9611e-04
Validation prc-auc = 0.046333
Epoch 5749
Loss = 1.2588e-01, PNorm = 376.1879, GNorm = 1.5909, lr_0 = 9.9611e-04
Loss = 3.7566e-02, PNorm = 376.2098, GNorm = 1.0791, lr_0 = 9.9611e-04
Validation prc-auc = 0.052129
Epoch 5750
Loss = 1.7068e-02, PNorm = 376.2344, GNorm = 1.0338, lr_0 = 9.9611e-04
Validation prc-auc = 0.057369
Epoch 5751
Loss = 5.6380e-03, PNorm = 376.2563, GNorm = 0.2064, lr_0 = 9.9611e-04
Validation prc-auc = 0.046472
Epoch 5752
Loss = 3.9349e-02, PNorm = 376.2813, GNorm = 1.1934, lr_0 = 9.9611e-04
Validation prc-auc = 0.046163
Epoch 5753
Loss = 2.7115e-02, PNorm = 376.3285, GNorm = 0.7864, lr_0 = 9.9611e-04
Validation prc-auc = 0.050709
Epoch 5754
Loss = 2.7364e-02, PNorm = 376.3724, GNorm = 0.7040, lr_0 = 9.9611e-04
Validation prc-auc = 0.049153
Epoch 5755
Loss = 1.7025e-02, PNorm = 376.3965, GNorm = 0.0280, lr_0 = 9.9611e-04
Validation prc-auc = 0.052530
Epoch 5756
Loss = 1.8971e-02, PNorm = 376.4164, GNorm = 0.0697, lr_0 = 9.9611e-04
Validation prc-auc = 0.037648
Epoch 5757
Loss = 4.3418e-02, PNorm = 376.4333, GNorm = 0.2872, lr_0 = 9.9611e-04
Validation prc-auc = 0.053432
Epoch 5758
Loss = 8.3240e-03, PNorm = 376.4630, GNorm = 0.1627, lr_0 = 9.9611e-04
Validation prc-auc = 0.068957
Epoch 5759
Loss = 1.3510e-03, PNorm = 376.4928, GNorm = 0.0428, lr_0 = 9.9611e-04
Loss = 3.2096e-02, PNorm = 376.5152, GNorm = 0.1732, lr_0 = 9.9611e-04
Validation prc-auc = 0.061965
Epoch 5760
Loss = 8.6448e-03, PNorm = 376.5375, GNorm = 0.2669, lr_0 = 9.9611e-04
Validation prc-auc = 0.061828
Epoch 5761
Loss = 1.7080e-02, PNorm = 376.5546, GNorm = 1.4227, lr_0 = 9.9610e-04
Validation prc-auc = 0.061946
Epoch 5762
Loss = 9.2344e-03, PNorm = 376.5742, GNorm = 0.9281, lr_0 = 9.9610e-04
Validation prc-auc = 0.060398
Epoch 5763
Loss = 6.1600e-03, PNorm = 376.5936, GNorm = 0.1222, lr_0 = 9.9610e-04
Validation prc-auc = 0.058950
Epoch 5764
Loss = 1.0506e-02, PNorm = 376.6075, GNorm = 1.2103, lr_0 = 9.9610e-04
Validation prc-auc = 0.057450
Epoch 5765
Loss = 7.2418e-03, PNorm = 376.6202, GNorm = 0.7211, lr_0 = 9.9610e-04
Validation prc-auc = 0.058434
Epoch 5766
Loss = 1.0765e-02, PNorm = 376.6278, GNorm = 1.1436, lr_0 = 9.9610e-04
Validation prc-auc = 0.047353
Epoch 5767
Loss = 4.5419e-03, PNorm = 376.6425, GNorm = 0.0958, lr_0 = 9.9610e-04
Validation prc-auc = 0.042547
Epoch 5768
Loss = 9.8804e-04, PNorm = 376.6757, GNorm = 0.0851, lr_0 = 9.9610e-04
Validation prc-auc = 0.038955
Epoch 5769
Loss = 2.8003e-02, PNorm = 376.7054, GNorm = 1.3697, lr_0 = 9.9610e-04
Loss = 1.3870e-02, PNorm = 376.7336, GNorm = 0.0461, lr_0 = 9.9610e-04
Validation prc-auc = 0.039935
Epoch 5770
Loss = 1.2217e-02, PNorm = 376.7548, GNorm = 1.1455, lr_0 = 9.9610e-04
Validation prc-auc = 0.041768
Epoch 5771
Loss = 2.1045e-02, PNorm = 376.7761, GNorm = 2.7548, lr_0 = 9.9610e-04
Validation prc-auc = 0.047304
Epoch 5772
Loss = 8.5109e-03, PNorm = 376.7965, GNorm = 2.5749, lr_0 = 9.9610e-04
Validation prc-auc = 0.044593
Epoch 5773
Loss = 1.9461e-02, PNorm = 376.8178, GNorm = 0.3594, lr_0 = 9.9610e-04
Validation prc-auc = 0.041163
Epoch 5774
Loss = 6.3025e-02, PNorm = 376.8455, GNorm = 0.6553, lr_0 = 9.9609e-04
Validation prc-auc = 0.035766
Epoch 5775
Loss = 6.0516e-03, PNorm = 376.8976, GNorm = 0.0285, lr_0 = 9.9609e-04
Validation prc-auc = 0.059046
Epoch 5776
Loss = 1.3830e-03, PNorm = 376.9365, GNorm = 0.0248, lr_0 = 9.9609e-04
Validation prc-auc = 0.056336
Epoch 5777
Loss = 9.0612e-02, PNorm = 376.9577, GNorm = 0.0563, lr_0 = 9.9609e-04
Validation prc-auc = 0.043639
Epoch 5778
Loss = 1.0220e-02, PNorm = 376.9760, GNorm = 0.7811, lr_0 = 9.9609e-04
Validation prc-auc = 0.052738
Epoch 5779
Loss = 1.0696e-03, PNorm = 377.0079, GNorm = 0.0522, lr_0 = 9.9609e-04
Loss = 2.7801e-02, PNorm = 377.0414, GNorm = 0.0440, lr_0 = 9.9609e-04
Validation prc-auc = 0.051471
Epoch 5780
Loss = 2.4402e-02, PNorm = 377.0723, GNorm = 0.5364, lr_0 = 9.9609e-04
Validation prc-auc = 0.048266
Epoch 5781
Loss = 3.6234e-02, PNorm = 377.1044, GNorm = 0.9472, lr_0 = 9.9609e-04
Validation prc-auc = 0.053098
Epoch 5782
Loss = 4.2457e-02, PNorm = 377.1373, GNorm = 1.4238, lr_0 = 9.9609e-04
Validation prc-auc = 0.055646
Epoch 5783
Loss = 7.9117e-02, PNorm = 377.1671, GNorm = 0.2948, lr_0 = 9.9609e-04
Validation prc-auc = 0.039981
Epoch 5784
Loss = 2.4567e-02, PNorm = 377.2072, GNorm = 0.6196, lr_0 = 9.9609e-04
Validation prc-auc = 0.051635
Epoch 5785
Loss = 2.5106e-03, PNorm = 377.2411, GNorm = 0.0268, lr_0 = 9.9609e-04
Validation prc-auc = 0.056625
Epoch 5786
Loss = 8.9615e-03, PNorm = 377.2711, GNorm = 0.1623, lr_0 = 9.9609e-04
Validation prc-auc = 0.053978
Epoch 5787
Loss = 3.2703e-02, PNorm = 377.2960, GNorm = 0.0788, lr_0 = 9.9609e-04
Validation prc-auc = 0.040559
Epoch 5788
Loss = 3.1525e-03, PNorm = 377.3151, GNorm = 0.0984, lr_0 = 9.9608e-04
Validation prc-auc = 0.039938
Epoch 5789
Loss = 1.9544e-01, PNorm = 377.3351, GNorm = 3.0446, lr_0 = 9.9608e-04
Loss = 1.7527e-02, PNorm = 377.3650, GNorm = 2.1684, lr_0 = 9.9608e-04
Validation prc-auc = 0.037960
Epoch 5790
Loss = 2.1204e-02, PNorm = 377.3975, GNorm = 0.5236, lr_0 = 9.9608e-04
Validation prc-auc = 0.033719
Epoch 5791
Loss = 2.4110e-02, PNorm = 377.4215, GNorm = 0.3712, lr_0 = 9.9608e-04
Validation prc-auc = 0.034618
Epoch 5792
Loss = 2.1516e-02, PNorm = 377.4385, GNorm = 0.5324, lr_0 = 9.9608e-04
Validation prc-auc = 0.034166
Epoch 5793
Loss = 1.9428e-02, PNorm = 377.4655, GNorm = 0.8442, lr_0 = 9.9608e-04
Validation prc-auc = 0.034290
Epoch 5794
Loss = 5.4655e-02, PNorm = 377.4947, GNorm = 0.1020, lr_0 = 9.9608e-04
Validation prc-auc = 0.038396
Epoch 5795
Loss = 4.5579e-03, PNorm = 377.5179, GNorm = 0.2389, lr_0 = 9.9608e-04
Validation prc-auc = 0.041856
Epoch 5796
Loss = 7.5193e-02, PNorm = 377.5435, GNorm = 0.7681, lr_0 = 9.9608e-04
Validation prc-auc = 0.042609
Epoch 5797
Loss = 3.7954e-03, PNorm = 377.5733, GNorm = 0.1996, lr_0 = 9.9608e-04
Validation prc-auc = 0.039130
Epoch 5798
Loss = 4.8441e-03, PNorm = 377.5979, GNorm = 0.2312, lr_0 = 9.9608e-04
Validation prc-auc = 0.039289
Epoch 5799
Loss = 1.4392e-01, PNorm = 377.6190, GNorm = 2.4631, lr_0 = 9.9608e-04
Loss = 5.0956e-02, PNorm = 377.6673, GNorm = 0.4922, lr_0 = 9.9608e-04
Validation prc-auc = 0.033012
Epoch 5800
Loss = 1.7413e-02, PNorm = 377.7170, GNorm = 0.5259, lr_0 = 9.9607e-04
Validation prc-auc = 0.028911
Epoch 5801
Loss = 2.9396e-02, PNorm = 377.7426, GNorm = 2.1608, lr_0 = 9.9607e-04
Validation prc-auc = 0.035547
Epoch 5802
Loss = 3.2014e-02, PNorm = 377.7660, GNorm = 0.0749, lr_0 = 9.9607e-04
Validation prc-auc = 0.036729
Epoch 5803
Loss = 1.7755e-02, PNorm = 377.7984, GNorm = 0.1423, lr_0 = 9.9607e-04
Validation prc-auc = 0.035639
Epoch 5804
Loss = 2.7875e-02, PNorm = 377.8319, GNorm = 0.1225, lr_0 = 9.9607e-04
Validation prc-auc = 0.036024
Epoch 5805
Loss = 2.7413e-02, PNorm = 377.8669, GNorm = 0.2284, lr_0 = 9.9607e-04
Validation prc-auc = 0.046912
Epoch 5806
Loss = 2.7191e-02, PNorm = 377.8927, GNorm = 1.0654, lr_0 = 9.9607e-04
Validation prc-auc = 0.050698
Epoch 5807
Loss = 6.6706e-03, PNorm = 377.9188, GNorm = 0.4795, lr_0 = 9.9607e-04
Validation prc-auc = 0.051374
Epoch 5808
Loss = 3.2733e-02, PNorm = 377.9447, GNorm = 0.0731, lr_0 = 9.9607e-04
Validation prc-auc = 0.066356
Epoch 5809
Loss = 1.4275e-01, PNorm = 377.9767, GNorm = 2.6250, lr_0 = 9.9607e-04
Loss = 1.4361e-02, PNorm = 378.0010, GNorm = 0.1358, lr_0 = 9.9607e-04
Validation prc-auc = 0.055045
Epoch 5810
Loss = 2.5600e-02, PNorm = 378.0256, GNorm = 0.3608, lr_0 = 9.9607e-04
Validation prc-auc = 0.065032
Epoch 5811
Loss = 2.3194e-03, PNorm = 378.0449, GNorm = 0.0797, lr_0 = 9.9607e-04
Validation prc-auc = 0.059831
Epoch 5812
Loss = 1.5251e-02, PNorm = 378.0594, GNorm = 1.6401, lr_0 = 9.9607e-04
Validation prc-auc = 0.067205
Epoch 5813
Loss = 5.7436e-02, PNorm = 378.0778, GNorm = 0.1366, lr_0 = 9.9607e-04
Validation prc-auc = 0.073614
Epoch 5814
Loss = 2.0732e-02, PNorm = 378.1087, GNorm = 0.1895, lr_0 = 9.9606e-04
Validation prc-auc = 0.073164
Epoch 5815
Loss = 7.9359e-03, PNorm = 378.1374, GNorm = 1.1355, lr_0 = 9.9606e-04
Validation prc-auc = 0.068772
Epoch 5816
Loss = 1.6122e-02, PNorm = 378.1509, GNorm = 0.1921, lr_0 = 9.9606e-04
Validation prc-auc = 0.064056
Epoch 5817
Loss = 7.8411e-03, PNorm = 378.1763, GNorm = 0.1130, lr_0 = 9.9606e-04
Validation prc-auc = 0.060316
Epoch 5818
Loss = 5.5647e-02, PNorm = 378.2102, GNorm = 2.0575, lr_0 = 9.9606e-04
Validation prc-auc = 0.059880
Epoch 5819
Loss = 1.2890e-02, PNorm = 378.2485, GNorm = 0.9066, lr_0 = 9.9606e-04
Loss = 5.1713e-03, PNorm = 378.2795, GNorm = 0.1191, lr_0 = 9.9606e-04
Validation prc-auc = 0.059641
Epoch 5820
Loss = 6.6447e-03, PNorm = 378.3023, GNorm = 0.0929, lr_0 = 9.9606e-04
Validation prc-auc = 0.057339
Epoch 5821
Loss = 1.7729e-02, PNorm = 378.3192, GNorm = 0.4053, lr_0 = 9.9606e-04
Validation prc-auc = 0.053879
Epoch 5822
Loss = 4.0881e-02, PNorm = 378.3503, GNorm = 2.1186, lr_0 = 9.9606e-04
Validation prc-auc = 0.057824
Epoch 5823
Loss = 8.0332e-02, PNorm = 378.3910, GNorm = 0.0552, lr_0 = 9.9606e-04
Validation prc-auc = 0.056719
Epoch 5824
Loss = 5.5959e-02, PNorm = 378.4351, GNorm = 0.8807, lr_0 = 9.9606e-04
Validation prc-auc = 0.048387
Epoch 5825
Loss = 2.2424e-02, PNorm = 378.4852, GNorm = 0.7343, lr_0 = 9.9606e-04
Validation prc-auc = 0.052540
Epoch 5826
Loss = 5.5191e-02, PNorm = 378.5274, GNorm = 0.0563, lr_0 = 9.9606e-04
Validation prc-auc = 0.031763
Epoch 5827
Loss = 6.6137e-02, PNorm = 378.5649, GNorm = 1.4249, lr_0 = 9.9606e-04
Validation prc-auc = 0.031465
Epoch 5828
Loss = 3.0079e-02, PNorm = 378.6300, GNorm = 1.5395, lr_0 = 9.9605e-04
Validation prc-auc = 0.029836
Epoch 5829
Loss = 1.6916e-02, PNorm = 378.6924, GNorm = 0.8736, lr_0 = 9.9605e-04
Loss = 2.1140e-02, PNorm = 378.7361, GNorm = 0.3800, lr_0 = 9.9605e-04
Validation prc-auc = 0.042306
Epoch 5830
Loss = 2.6727e-02, PNorm = 378.7702, GNorm = 0.3319, lr_0 = 9.9605e-04
Validation prc-auc = 0.037792
Epoch 5831
Loss = 3.7301e-02, PNorm = 378.8072, GNorm = 0.4491, lr_0 = 9.9605e-04
Validation prc-auc = 0.059295
Epoch 5832
Loss = 5.7754e-02, PNorm = 378.8420, GNorm = 0.4142, lr_0 = 9.9605e-04
Validation prc-auc = 0.052390
Epoch 5833
Loss = 7.2073e-02, PNorm = 378.8884, GNorm = 2.4675, lr_0 = 9.9605e-04
Validation prc-auc = 0.060616
Epoch 5834
Loss = 7.5089e-02, PNorm = 378.9566, GNorm = 2.8727, lr_0 = 9.9605e-04
Validation prc-auc = 0.060710
Epoch 5835
Loss = 3.4866e-02, PNorm = 379.0293, GNorm = 2.7182, lr_0 = 9.9605e-04
Validation prc-auc = 0.044794
Epoch 5836
Loss = 2.9839e-02, PNorm = 379.0801, GNorm = 0.7016, lr_0 = 9.9605e-04
Validation prc-auc = 0.042853
Epoch 5837
Loss = 3.5786e-02, PNorm = 379.1324, GNorm = 2.0369, lr_0 = 9.9605e-04
Validation prc-auc = 0.042634
Epoch 5838
Loss = 5.4669e-02, PNorm = 379.1826, GNorm = 1.6910, lr_0 = 9.9605e-04
Validation prc-auc = 0.046382
Epoch 5839
Loss = 8.8259e-04, PNorm = 379.2289, GNorm = 0.0398, lr_0 = 9.9605e-04
Loss = 5.5729e-02, PNorm = 379.2690, GNorm = 1.1511, lr_0 = 9.9605e-04
Validation prc-auc = 0.052429
Epoch 5840
Loss = 2.8979e-02, PNorm = 379.3092, GNorm = 0.4035, lr_0 = 9.9604e-04
Validation prc-auc = 0.047826
Epoch 5841
Loss = 2.8689e-02, PNorm = 379.3651, GNorm = 1.1125, lr_0 = 9.9604e-04
Validation prc-auc = 0.053394
Epoch 5842
Loss = 5.8479e-02, PNorm = 379.4031, GNorm = 2.2231, lr_0 = 9.9604e-04
Validation prc-auc = 0.035749
Epoch 5843
Loss = 4.1527e-02, PNorm = 379.4468, GNorm = 1.0209, lr_0 = 9.9604e-04
Validation prc-auc = 0.031760
Epoch 5844
Loss = 2.3995e-02, PNorm = 379.4947, GNorm = 0.9809, lr_0 = 9.9604e-04
Validation prc-auc = 0.030332
Epoch 5845
Loss = 6.9382e-02, PNorm = 379.5211, GNorm = 1.9260, lr_0 = 9.9604e-04
Validation prc-auc = 0.024498
Epoch 5846
Loss = 2.9523e-02, PNorm = 379.5615, GNorm = 0.4796, lr_0 = 9.9604e-04
Validation prc-auc = 0.031323
Epoch 5847
Loss = 4.1881e-02, PNorm = 379.6040, GNorm = 0.9627, lr_0 = 9.9604e-04
Validation prc-auc = 0.038037
Epoch 5848
Loss = 2.4883e-02, PNorm = 379.6373, GNorm = 1.3474, lr_0 = 9.9604e-04
Validation prc-auc = 0.026883
Epoch 5849
Loss = 4.1952e-03, PNorm = 379.6593, GNorm = 0.1557, lr_0 = 9.9604e-04
Loss = 3.3326e-02, PNorm = 379.6872, GNorm = 1.4574, lr_0 = 9.9604e-04
Validation prc-auc = 0.026264
Epoch 5850
Loss = 5.1919e-02, PNorm = 379.7263, GNorm = 1.1825, lr_0 = 9.9604e-04
Validation prc-auc = 0.031016
Epoch 5851
Loss = 2.4575e-02, PNorm = 379.7791, GNorm = 1.1956, lr_0 = 9.9604e-04
Validation prc-auc = 0.028657
Epoch 5852
Loss = 3.4221e-02, PNorm = 379.8167, GNorm = 2.2725, lr_0 = 9.9604e-04
Validation prc-auc = 0.029273
Epoch 5853
Loss = 2.0761e-02, PNorm = 379.8498, GNorm = 1.4123, lr_0 = 9.9604e-04
Validation prc-auc = 0.030723
Epoch 5854
Loss = 4.9965e-02, PNorm = 379.8815, GNorm = 0.4527, lr_0 = 9.9603e-04
Validation prc-auc = 0.037623
Epoch 5855
Loss = 2.3439e-02, PNorm = 379.9231, GNorm = 0.6945, lr_0 = 9.9603e-04
Validation prc-auc = 0.039090
Epoch 5856
Loss = 3.8409e-02, PNorm = 379.9598, GNorm = 0.2649, lr_0 = 9.9603e-04
Validation prc-auc = 0.055536
Epoch 5857
Loss = 7.2645e-02, PNorm = 379.9933, GNorm = 1.7070, lr_0 = 9.9603e-04
Validation prc-auc = 0.052210
Epoch 5858
Loss = 8.6653e-03, PNorm = 380.0243, GNorm = 0.1941, lr_0 = 9.9603e-04
Validation prc-auc = 0.045147
Epoch 5859
Loss = 1.7139e-02, PNorm = 380.0597, GNorm = 1.0737, lr_0 = 9.9603e-04
Loss = 2.6294e-02, PNorm = 380.0895, GNorm = 0.9279, lr_0 = 9.9603e-04
Validation prc-auc = 0.038704
Epoch 5860
Loss = 3.7684e-02, PNorm = 380.1286, GNorm = 0.3219, lr_0 = 9.9603e-04
Validation prc-auc = 0.044915
Epoch 5861
Loss = 3.8683e-02, PNorm = 380.1610, GNorm = 1.7643, lr_0 = 9.9603e-04
Validation prc-auc = 0.041649
Epoch 5862
Loss = 3.8139e-02, PNorm = 380.1840, GNorm = 1.8961, lr_0 = 9.9603e-04
Validation prc-auc = 0.043147
Epoch 5863
Loss = 7.0731e-02, PNorm = 380.2216, GNorm = 0.0870, lr_0 = 9.9603e-04
Validation prc-auc = 0.033754
Epoch 5864
Loss = 2.1970e-02, PNorm = 380.2579, GNorm = 1.2629, lr_0 = 9.9603e-04
Validation prc-auc = 0.028788
Epoch 5865
Loss = 2.3809e-02, PNorm = 380.3045, GNorm = 0.8635, lr_0 = 9.9603e-04
Validation prc-auc = 0.027848
Epoch 5866
Loss = 5.2960e-02, PNorm = 380.3432, GNorm = 1.3645, lr_0 = 9.9603e-04
Validation prc-auc = 0.029194
Epoch 5867
Loss = 8.6303e-02, PNorm = 380.3740, GNorm = 2.6102, lr_0 = 9.9602e-04
Validation prc-auc = 0.029211
Epoch 5868
Loss = 9.5428e-03, PNorm = 380.4106, GNorm = 0.1130, lr_0 = 9.9602e-04
Validation prc-auc = 0.028310
Epoch 5869
Loss = 7.2523e-02, PNorm = 380.4315, GNorm = 2.0246, lr_0 = 9.9602e-04
Loss = 2.6711e-02, PNorm = 380.4438, GNorm = 0.7413, lr_0 = 9.9602e-04
Validation prc-auc = 0.036196
Epoch 5870
Loss = 2.2249e-02, PNorm = 380.4726, GNorm = 0.1140, lr_0 = 9.9602e-04
Validation prc-auc = 0.042846
Epoch 5871
Loss = 3.8083e-02, PNorm = 380.5018, GNorm = 0.3661, lr_0 = 9.9602e-04
Validation prc-auc = 0.035945
Epoch 5872
Loss = 2.0593e-02, PNorm = 380.5263, GNorm = 0.2043, lr_0 = 9.9602e-04
Validation prc-auc = 0.033965
Epoch 5873
Loss = 2.8495e-02, PNorm = 380.5533, GNorm = 0.9023, lr_0 = 9.9602e-04
Validation prc-auc = 0.032056
Epoch 5874
Loss = 6.2638e-03, PNorm = 380.5737, GNorm = 0.2825, lr_0 = 9.9602e-04
Validation prc-auc = 0.029799
Epoch 5875
Loss = 4.7415e-02, PNorm = 380.5917, GNorm = 0.6304, lr_0 = 9.9602e-04
Validation prc-auc = 0.030634
Epoch 5876
Loss = 3.9716e-02, PNorm = 380.6112, GNorm = 0.1316, lr_0 = 9.9602e-04
Validation prc-auc = 0.036582
Epoch 5877
Loss = 4.0708e-03, PNorm = 380.6364, GNorm = 0.5593, lr_0 = 9.9602e-04
Validation prc-auc = 0.033207
Epoch 5878
Loss = 1.0943e-01, PNorm = 380.6574, GNorm = 3.0072, lr_0 = 9.9602e-04
Validation prc-auc = 0.053030
Epoch 5879
Loss = 4.7930e-03, PNorm = 380.7018, GNorm = 0.2406, lr_0 = 9.9602e-04
Loss = 5.1566e-02, PNorm = 380.7319, GNorm = 0.2284, lr_0 = 9.9602e-04
Validation prc-auc = 0.056194
Epoch 5880
Loss = 1.1024e-02, PNorm = 380.7608, GNorm = 0.5374, lr_0 = 9.9601e-04
Validation prc-auc = 0.058099
Epoch 5881
Loss = 1.5997e-02, PNorm = 380.7866, GNorm = 0.0562, lr_0 = 9.9601e-04
Validation prc-auc = 0.061756
Epoch 5882
Loss = 7.8012e-02, PNorm = 380.8087, GNorm = 1.2304, lr_0 = 9.9601e-04
Validation prc-auc = 0.046526
Epoch 5883
Loss = 4.8083e-02, PNorm = 380.8437, GNorm = 1.3241, lr_0 = 9.9601e-04
Validation prc-auc = 0.047442
Epoch 5884
Loss = 4.0287e-02, PNorm = 380.8950, GNorm = 0.9124, lr_0 = 9.9601e-04
Validation prc-auc = 0.054080
Epoch 5885
Loss = 4.8924e-02, PNorm = 380.9288, GNorm = 0.3747, lr_0 = 9.9601e-04
Validation prc-auc = 0.037009
Epoch 5886
Loss = 6.0809e-02, PNorm = 380.9484, GNorm = 2.8827, lr_0 = 9.9601e-04
Validation prc-auc = 0.044043
Epoch 5887
Loss = 5.5620e-03, PNorm = 380.9806, GNorm = 0.2955, lr_0 = 9.9601e-04
Validation prc-auc = 0.041161
Epoch 5888
Loss = 1.0112e-01, PNorm = 381.0085, GNorm = 1.5779, lr_0 = 9.9601e-04
Validation prc-auc = 0.039775
Epoch 5889
Loss = 7.9347e-02, PNorm = 381.0440, GNorm = 1.5369, lr_0 = 9.9601e-04
Loss = 3.5696e-02, PNorm = 381.0725, GNorm = 0.3823, lr_0 = 9.9601e-04
Validation prc-auc = 0.038541
Epoch 5890
Loss = 2.3619e-02, PNorm = 381.1051, GNorm = 1.1102, lr_0 = 9.9601e-04
Validation prc-auc = 0.034712
Epoch 5891
Loss = 3.2660e-02, PNorm = 381.1321, GNorm = 2.3487, lr_0 = 9.9601e-04
Validation prc-auc = 0.034895
Epoch 5892
Loss = 5.6489e-02, PNorm = 381.1626, GNorm = 0.6784, lr_0 = 9.9601e-04
Validation prc-auc = 0.040515
Epoch 5893
Loss = 1.5319e-02, PNorm = 381.1882, GNorm = 0.9462, lr_0 = 9.9600e-04
Validation prc-auc = 0.040960
Epoch 5894
Loss = 5.0582e-03, PNorm = 381.2098, GNorm = 0.0143, lr_0 = 9.9600e-04
Validation prc-auc = 0.038926
Epoch 5895
Loss = 7.0335e-02, PNorm = 381.2260, GNorm = 0.7156, lr_0 = 9.9600e-04
Validation prc-auc = 0.046304
Epoch 5896
Loss = 2.1853e-02, PNorm = 381.2646, GNorm = 0.3875, lr_0 = 9.9600e-04
Validation prc-auc = 0.038706
Epoch 5897
Loss = 6.0211e-02, PNorm = 381.3066, GNorm = 2.3720, lr_0 = 9.9600e-04
Validation prc-auc = 0.047176
Epoch 5898
Loss = 2.6395e-02, PNorm = 381.3390, GNorm = 1.1049, lr_0 = 9.9600e-04
Validation prc-auc = 0.049955
Epoch 5899
Loss = 9.5723e-02, PNorm = 381.3596, GNorm = 2.1209, lr_0 = 9.9600e-04
Loss = 2.4777e-02, PNorm = 381.3844, GNorm = 0.7873, lr_0 = 9.9600e-04
Validation prc-auc = 0.049554
Epoch 5900
Loss = 3.1930e-02, PNorm = 381.4232, GNorm = 0.0749, lr_0 = 9.9600e-04
Validation prc-auc = 0.053684
Epoch 5901
Loss = 2.0424e-02, PNorm = 381.4467, GNorm = 0.3569, lr_0 = 9.9600e-04
Validation prc-auc = 0.052601
Epoch 5902
Loss = 2.7767e-02, PNorm = 381.4636, GNorm = 0.1086, lr_0 = 9.9600e-04
Validation prc-auc = 0.050955
Epoch 5903
Loss = 2.8230e-02, PNorm = 381.4826, GNorm = 0.1864, lr_0 = 9.9600e-04
Validation prc-auc = 0.047061
Epoch 5904
Loss = 7.5864e-03, PNorm = 381.5066, GNorm = 0.0480, lr_0 = 9.9600e-04
Validation prc-auc = 0.042462
Epoch 5905
Loss = 3.7384e-02, PNorm = 381.5268, GNorm = 0.3522, lr_0 = 9.9600e-04
Validation prc-auc = 0.039522
Epoch 5906
Loss = 2.4117e-02, PNorm = 381.5467, GNorm = 0.0280, lr_0 = 9.9600e-04
Validation prc-auc = 0.044557
Epoch 5907
Loss = 3.5624e-02, PNorm = 381.5698, GNorm = 0.8428, lr_0 = 9.9599e-04
Validation prc-auc = 0.054935
Epoch 5908
Loss = 1.2067e-02, PNorm = 381.5922, GNorm = 0.8861, lr_0 = 9.9599e-04
Validation prc-auc = 0.058025
Epoch 5909
Loss = 5.2401e-03, PNorm = 381.6172, GNorm = 0.2978, lr_0 = 9.9599e-04
Loss = 1.8713e-02, PNorm = 381.6395, GNorm = 0.2623, lr_0 = 9.9599e-04
Validation prc-auc = 0.052792
Epoch 5910
Loss = 2.3574e-02, PNorm = 381.6551, GNorm = 3.1480, lr_0 = 9.9599e-04
Validation prc-auc = 0.052681
Epoch 5911
Loss = 2.3941e-02, PNorm = 381.6721, GNorm = 1.1022, lr_0 = 9.9599e-04
Validation prc-auc = 0.057699
Epoch 5912
Loss = 3.5785e-02, PNorm = 381.6912, GNorm = 0.1656, lr_0 = 9.9599e-04
Validation prc-auc = 0.055321
Epoch 5913
Loss = 2.2109e-02, PNorm = 381.7132, GNorm = 0.9613, lr_0 = 9.9599e-04
Validation prc-auc = 0.059392
Epoch 5914
Loss = 5.9011e-03, PNorm = 381.7395, GNorm = 0.0419, lr_0 = 9.9599e-04
Validation prc-auc = 0.061483
Epoch 5915
Loss = 2.6272e-02, PNorm = 381.7570, GNorm = 1.3950, lr_0 = 9.9599e-04
Validation prc-auc = 0.062298
Epoch 5916
Loss = 9.8640e-03, PNorm = 381.7752, GNorm = 0.2762, lr_0 = 9.9599e-04
Validation prc-auc = 0.062389
Epoch 5917
Loss = 1.0872e-02, PNorm = 381.8035, GNorm = 0.9085, lr_0 = 9.9599e-04
Validation prc-auc = 0.059356
Epoch 5918
Loss = 5.6501e-02, PNorm = 381.8251, GNorm = 0.0394, lr_0 = 9.9599e-04
Validation prc-auc = 0.060091
Epoch 5919
Loss = 9.7602e-02, PNorm = 381.8437, GNorm = 2.0564, lr_0 = 9.9599e-04
Loss = 1.7965e-02, PNorm = 381.8611, GNorm = 0.7376, lr_0 = 9.9599e-04
Validation prc-auc = 0.058579
Epoch 5920
Loss = 2.4286e-02, PNorm = 381.8834, GNorm = 0.2124, lr_0 = 9.9598e-04
Validation prc-auc = 0.046269
Epoch 5921
Loss = 4.4015e-02, PNorm = 381.9053, GNorm = 0.5481, lr_0 = 9.9598e-04
Validation prc-auc = 0.047111
Epoch 5922
Loss = 2.3716e-02, PNorm = 381.9384, GNorm = 0.5210, lr_0 = 9.9598e-04
Validation prc-auc = 0.046097
Epoch 5923
Loss = 2.4952e-02, PNorm = 381.9722, GNorm = 0.5844, lr_0 = 9.9598e-04
Validation prc-auc = 0.047767
Epoch 5924
Loss = 5.5347e-02, PNorm = 381.9997, GNorm = 0.9688, lr_0 = 9.9598e-04
Validation prc-auc = 0.045174
Epoch 5925
Loss = 9.7689e-03, PNorm = 382.0233, GNorm = 0.0243, lr_0 = 9.9598e-04
Validation prc-auc = 0.042426
Epoch 5926
Loss = 3.4114e-02, PNorm = 382.0410, GNorm = 1.6476, lr_0 = 9.9598e-04
Validation prc-auc = 0.043158
Epoch 5927
Loss = 1.1041e-01, PNorm = 382.0700, GNorm = 0.9570, lr_0 = 9.9598e-04
Validation prc-auc = 0.046719
Epoch 5928
Loss = 1.0672e-02, PNorm = 382.1210, GNorm = 0.0355, lr_0 = 9.9598e-04
Validation prc-auc = 0.044929
Epoch 5929
Loss = 2.6354e-02, PNorm = 382.1578, GNorm = 1.4957, lr_0 = 9.9598e-04
Loss = 2.6181e-02, PNorm = 382.1883, GNorm = 0.2168, lr_0 = 9.9598e-04
Validation prc-auc = 0.043255
Epoch 5930
Loss = 1.2017e-02, PNorm = 382.2165, GNorm = 0.4728, lr_0 = 9.9598e-04
Validation prc-auc = 0.044456
Epoch 5931
Loss = 1.2215e-02, PNorm = 382.2376, GNorm = 0.1507, lr_0 = 9.9598e-04
Validation prc-auc = 0.042694
Epoch 5932
Loss = 6.2130e-02, PNorm = 382.2664, GNorm = 1.1457, lr_0 = 9.9598e-04
Validation prc-auc = 0.043578
Epoch 5933
Loss = 2.4608e-02, PNorm = 382.3008, GNorm = 0.0851, lr_0 = 9.9597e-04
Validation prc-auc = 0.039686
Epoch 5934
Loss = 1.2803e-02, PNorm = 382.3270, GNorm = 0.0282, lr_0 = 9.9597e-04
Validation prc-auc = 0.046285
Epoch 5935
Loss = 1.7983e-02, PNorm = 382.3517, GNorm = 0.0903, lr_0 = 9.9597e-04
Validation prc-auc = 0.048038
Epoch 5936
Loss = 1.6168e-02, PNorm = 382.3684, GNorm = 0.8362, lr_0 = 9.9597e-04
Validation prc-auc = 0.049093
Epoch 5937
Loss = 1.1720e-02, PNorm = 382.3761, GNorm = 0.0166, lr_0 = 9.9597e-04
Validation prc-auc = 0.051384
Epoch 5938
Loss = 4.7471e-02, PNorm = 382.3854, GNorm = 1.7444, lr_0 = 9.9597e-04
Validation prc-auc = 0.054049
Epoch 5939
Loss = 5.5662e-03, PNorm = 382.4151, GNorm = 0.3395, lr_0 = 9.9597e-04
Loss = 9.6008e-03, PNorm = 382.4363, GNorm = 0.3043, lr_0 = 9.9597e-04
Validation prc-auc = 0.060027
Epoch 5940
Loss = 1.5233e-02, PNorm = 382.4514, GNorm = 0.0497, lr_0 = 9.9597e-04
Validation prc-auc = 0.060745
Epoch 5941
Loss = 7.0052e-02, PNorm = 382.4745, GNorm = 0.2251, lr_0 = 9.9597e-04
Validation prc-auc = 0.054786
Epoch 5942
Loss = 2.7739e-02, PNorm = 382.5023, GNorm = 1.7421, lr_0 = 9.9597e-04
Validation prc-auc = 0.046803
Epoch 5943
Loss = 4.5905e-02, PNorm = 382.5291, GNorm = 0.0572, lr_0 = 9.9597e-04
Validation prc-auc = 0.042822
Epoch 5944
Loss = 7.2457e-03, PNorm = 382.5558, GNorm = 0.4158, lr_0 = 9.9597e-04
Validation prc-auc = 0.049035
Epoch 5945
Loss = 2.6059e-02, PNorm = 382.5816, GNorm = 3.3446, lr_0 = 9.9597e-04
Validation prc-auc = 0.040735
Epoch 5946
Loss = 2.1392e-02, PNorm = 382.6114, GNorm = 1.1447, lr_0 = 9.9597e-04
Validation prc-auc = 0.032153
Epoch 5947
Loss = 2.1506e-02, PNorm = 382.6375, GNorm = 0.3432, lr_0 = 9.9596e-04
Validation prc-auc = 0.031990
Epoch 5948
Loss = 1.2858e-02, PNorm = 382.6558, GNorm = 0.9395, lr_0 = 9.9596e-04
Validation prc-auc = 0.043419
Epoch 5949
Loss = 1.7125e-03, PNorm = 382.6763, GNorm = 0.0778, lr_0 = 9.9596e-04
Loss = 1.7719e-02, PNorm = 382.6977, GNorm = 0.2319, lr_0 = 9.9596e-04
Validation prc-auc = 0.045148
Epoch 5950
Loss = 8.4993e-03, PNorm = 382.7191, GNorm = 0.2895, lr_0 = 9.9596e-04
Validation prc-auc = 0.056595
Epoch 5951
Loss = 1.7589e-02, PNorm = 382.7323, GNorm = 0.3093, lr_0 = 9.9596e-04
Validation prc-auc = 0.051307
Epoch 5952
Loss = 1.5031e-02, PNorm = 382.7414, GNorm = 0.0511, lr_0 = 9.9596e-04
Validation prc-auc = 0.050669
Epoch 5953
Loss = 6.9757e-02, PNorm = 382.7616, GNorm = 0.1549, lr_0 = 9.9596e-04
Validation prc-auc = 0.054819
Epoch 5954
Loss = 2.5913e-02, PNorm = 382.7992, GNorm = 0.0387, lr_0 = 9.9596e-04
Validation prc-auc = 0.050117
Epoch 5955
Loss = 1.6812e-02, PNorm = 382.8377, GNorm = 1.5580, lr_0 = 9.9596e-04
Validation prc-auc = 0.034752
Epoch 5956
Loss = 2.3403e-02, PNorm = 382.8697, GNorm = 0.0326, lr_0 = 9.9596e-04
Validation prc-auc = 0.032786
Epoch 5957
Loss = 1.1685e-02, PNorm = 382.8961, GNorm = 0.3642, lr_0 = 9.9596e-04
Validation prc-auc = 0.050302
Epoch 5958
Loss = 2.7639e-02, PNorm = 382.9304, GNorm = 0.5077, lr_0 = 9.9596e-04
Validation prc-auc = 0.052426
Epoch 5959
Loss = 1.6858e-03, PNorm = 382.9700, GNorm = 0.1405, lr_0 = 9.9596e-04
Loss = 2.5053e-02, PNorm = 382.9964, GNorm = 0.1569, lr_0 = 9.9595e-04
Validation prc-auc = 0.050738
Epoch 5960
Loss = 4.1332e-02, PNorm = 383.0218, GNorm = 0.0285, lr_0 = 9.9595e-04
Validation prc-auc = 0.052960
Epoch 5961
Loss = 4.9413e-02, PNorm = 383.0671, GNorm = 3.3778, lr_0 = 9.9595e-04
Validation prc-auc = 0.055566
Epoch 5962
Loss = 1.6301e-02, PNorm = 383.0975, GNorm = 1.9573, lr_0 = 9.9595e-04
Validation prc-auc = 0.050175
Epoch 5963
Loss = 1.6300e-02, PNorm = 383.1244, GNorm = 2.2906, lr_0 = 9.9595e-04
Validation prc-auc = 0.060468
Epoch 5964
Loss = 6.1781e-02, PNorm = 383.1570, GNorm = 1.3854, lr_0 = 9.9595e-04
Validation prc-auc = 0.060451
Epoch 5965
Loss = 1.6981e-02, PNorm = 383.1938, GNorm = 0.9594, lr_0 = 9.9595e-04
Validation prc-auc = 0.060990
Epoch 5966
Loss = 3.2833e-02, PNorm = 383.2249, GNorm = 1.3622, lr_0 = 9.9595e-04
Validation prc-auc = 0.063403
Epoch 5967
Loss = 1.3504e-03, PNorm = 383.2640, GNorm = 0.0464, lr_0 = 9.9595e-04
Validation prc-auc = 0.059882
Epoch 5968
Loss = 1.6236e-02, PNorm = 383.2963, GNorm = 1.4717, lr_0 = 9.9595e-04
Validation prc-auc = 0.051851
Epoch 5969
Loss = 8.1717e-02, PNorm = 383.3166, GNorm = 2.4635, lr_0 = 9.9595e-04
Loss = 6.5856e-02, PNorm = 383.3558, GNorm = 2.9246, lr_0 = 9.9595e-04
Validation prc-auc = 0.052501
Epoch 5970
Loss = 2.4324e-02, PNorm = 383.4045, GNorm = 1.8124, lr_0 = 9.9595e-04
Validation prc-auc = 0.048495
Epoch 5971
Loss = 6.5425e-02, PNorm = 383.4499, GNorm = 1.3817, lr_0 = 9.9595e-04
Validation prc-auc = 0.048751
Epoch 5972
Loss = 2.5616e-02, PNorm = 383.5071, GNorm = 2.1387, lr_0 = 9.9595e-04
Validation prc-auc = 0.047267
Epoch 5973
Loss = 1.4548e-02, PNorm = 383.5522, GNorm = 1.2629, lr_0 = 9.9594e-04
Validation prc-auc = 0.046140
Epoch 5974
Loss = 2.7385e-02, PNorm = 383.5757, GNorm = 0.4614, lr_0 = 9.9594e-04
Validation prc-auc = 0.049398
Epoch 5975
Loss = 5.9215e-03, PNorm = 383.6018, GNorm = 0.1079, lr_0 = 9.9594e-04
Validation prc-auc = 0.049251
Epoch 5976
Loss = 2.2597e-02, PNorm = 383.6269, GNorm = 1.3744, lr_0 = 9.9594e-04
Validation prc-auc = 0.046133
Epoch 5977
Loss = 1.0522e-02, PNorm = 383.6560, GNorm = 0.6300, lr_0 = 9.9594e-04
Validation prc-auc = 0.045096
Epoch 5978
Loss = 4.0711e-03, PNorm = 383.6845, GNorm = 0.8040, lr_0 = 9.9594e-04
Validation prc-auc = 0.056205
Epoch 5979
Loss = 1.1736e-02, PNorm = 383.7013, GNorm = 0.5698, lr_0 = 9.9594e-04
Loss = 3.1858e-02, PNorm = 383.7154, GNorm = 0.0978, lr_0 = 9.9594e-04
Validation prc-auc = 0.043186
Epoch 5980
Loss = 2.9942e-02, PNorm = 383.7436, GNorm = 0.1100, lr_0 = 9.9594e-04
Validation prc-auc = 0.050167
Epoch 5981
Loss = 2.5300e-02, PNorm = 383.7763, GNorm = 0.6401, lr_0 = 9.9594e-04
Validation prc-auc = 0.055289
Epoch 5982
Loss = 3.8347e-02, PNorm = 383.8039, GNorm = 0.1918, lr_0 = 9.9594e-04
Validation prc-auc = 0.052578
Epoch 5983
Loss = 3.9045e-02, PNorm = 383.8357, GNorm = 0.1224, lr_0 = 9.9594e-04
Validation prc-auc = 0.044793
Epoch 5984
Loss = 1.8132e-02, PNorm = 383.8732, GNorm = 0.0809, lr_0 = 9.9594e-04
Validation prc-auc = 0.040723
Epoch 5985
Loss = 1.4744e-02, PNorm = 383.9056, GNorm = 2.3690, lr_0 = 9.9594e-04
Validation prc-auc = 0.037924
Epoch 5986
Loss = 7.2611e-02, PNorm = 383.9302, GNorm = 1.4131, lr_0 = 9.9594e-04
Validation prc-auc = 0.034601
Epoch 5987
Loss = 1.9730e-02, PNorm = 383.9625, GNorm = 2.1282, lr_0 = 9.9593e-04
Validation prc-auc = 0.036930
Epoch 5988
Loss = 5.3062e-02, PNorm = 384.0028, GNorm = 0.0802, lr_0 = 9.9593e-04
Validation prc-auc = 0.042836
Epoch 5989
Loss = 3.5089e-03, PNorm = 384.0423, GNorm = 0.2903, lr_0 = 9.9593e-04
Loss = 1.7525e-02, PNorm = 384.0718, GNorm = 0.0470, lr_0 = 9.9593e-04
Validation prc-auc = 0.042985
Epoch 5990
Loss = 3.7052e-02, PNorm = 384.0952, GNorm = 2.6327, lr_0 = 9.9593e-04
Validation prc-auc = 0.039504
Epoch 5991
Loss = 1.8458e-02, PNorm = 384.1271, GNorm = 0.2504, lr_0 = 9.9593e-04
Validation prc-auc = 0.037394
Epoch 5992
Loss = 4.8717e-02, PNorm = 384.1633, GNorm = 0.1844, lr_0 = 9.9593e-04
Validation prc-auc = 0.042749
Epoch 5993
Loss = 2.6518e-02, PNorm = 384.2181, GNorm = 1.4242, lr_0 = 9.9593e-04
Validation prc-auc = 0.050796
Epoch 5994
Loss = 3.4535e-02, PNorm = 384.2517, GNorm = 1.9992, lr_0 = 9.9593e-04
Validation prc-auc = 0.040412
Epoch 5995
Loss = 5.3243e-02, PNorm = 384.2855, GNorm = 1.3623, lr_0 = 9.9593e-04
Validation prc-auc = 0.039125
Epoch 5996
Loss = 5.4720e-02, PNorm = 384.3258, GNorm = 3.4349, lr_0 = 9.9593e-04
Validation prc-auc = 0.035305
Epoch 5997
Loss = 3.3135e-03, PNorm = 384.3692, GNorm = 0.0162, lr_0 = 9.9593e-04
Validation prc-auc = 0.034249
Epoch 5998
Loss = 9.0219e-03, PNorm = 384.4032, GNorm = 0.7779, lr_0 = 9.9593e-04
Validation prc-auc = 0.034397
Epoch 5999
Loss = 9.7126e-03, PNorm = 384.4311, GNorm = 0.4857, lr_0 = 9.9593e-04
Loss = 1.6775e-02, PNorm = 384.4556, GNorm = 0.7058, lr_0 = 9.9592e-04
Validation prc-auc = 0.033652
Epoch 6000
Loss = 1.7062e-02, PNorm = 384.4740, GNorm = 1.9603, lr_0 = 9.9592e-04
Validation prc-auc = 0.025319
Epoch 6001
Loss = 1.4392e-02, PNorm = 384.4984, GNorm = 0.0134, lr_0 = 9.9592e-04
Validation prc-auc = 0.031274
Epoch 6002
Loss = 1.6362e-02, PNorm = 384.5203, GNorm = 0.7982, lr_0 = 9.9592e-04
Validation prc-auc = 0.031472
Epoch 6003
Loss = 2.2398e-02, PNorm = 384.5404, GNorm = 0.7127, lr_0 = 9.9592e-04
Validation prc-auc = 0.027197
Epoch 6004
Loss = 1.5092e-02, PNorm = 384.5777, GNorm = 0.1871, lr_0 = 9.9592e-04
Validation prc-auc = 0.027522
Epoch 6005
Loss = 9.7433e-03, PNorm = 384.6110, GNorm = 0.4384, lr_0 = 9.9592e-04
Validation prc-auc = 0.019579
Epoch 6006
Loss = 4.5216e-02, PNorm = 384.6484, GNorm = 3.5124, lr_0 = 9.9592e-04
Validation prc-auc = 0.037701
Epoch 6007
Loss = 1.1769e-01, PNorm = 384.6869, GNorm = 2.2431, lr_0 = 9.9592e-04
Validation prc-auc = 0.034158
Epoch 6008
Loss = 2.2525e-02, PNorm = 384.7212, GNorm = 0.1139, lr_0 = 9.9592e-04
Validation prc-auc = 0.039739
Epoch 6009
Loss = 6.6320e-03, PNorm = 384.7646, GNorm = 0.5117, lr_0 = 9.9592e-04
Loss = 6.3312e-02, PNorm = 384.7994, GNorm = 0.4228, lr_0 = 9.9592e-04
Validation prc-auc = 0.041271
Epoch 6010
Loss = 4.8830e-02, PNorm = 384.8366, GNorm = 1.3928, lr_0 = 9.9592e-04
Validation prc-auc = 0.029313
Epoch 6011
Loss = 2.1286e-02, PNorm = 384.8766, GNorm = 0.2348, lr_0 = 9.9592e-04
Validation prc-auc = 0.028188
Epoch 6012
Loss = 5.7261e-03, PNorm = 384.9070, GNorm = 0.0687, lr_0 = 9.9592e-04
Validation prc-auc = 0.033991
Epoch 6013
Loss = 1.6957e-02, PNorm = 384.9272, GNorm = 1.1929, lr_0 = 9.9591e-04
Validation prc-auc = 0.040351
Epoch 6014
Loss = 2.6644e-02, PNorm = 384.9413, GNorm = 7.8797, lr_0 = 9.9591e-04
Validation prc-auc = 0.050907
Epoch 6015
Loss = 6.7767e-03, PNorm = 384.9683, GNorm = 0.0565, lr_0 = 9.9591e-04
Validation prc-auc = 0.055818
Epoch 6016
Loss = 9.6285e-03, PNorm = 384.9968, GNorm = 1.6189, lr_0 = 9.9591e-04
Validation prc-auc = 0.037653
Epoch 6017
Loss = 2.0266e-01, PNorm = 385.0266, GNorm = 13.2269, lr_0 = 9.9591e-04
Validation prc-auc = 0.048471
Epoch 6018
Loss = 7.9089e-02, PNorm = 385.0902, GNorm = 1.5146, lr_0 = 9.9591e-04
Validation prc-auc = 0.045670
Epoch 6019
Loss = 1.3482e-02, PNorm = 385.1480, GNorm = 0.7720, lr_0 = 9.9591e-04
Loss = 2.5579e-02, PNorm = 385.2012, GNorm = 0.1206, lr_0 = 9.9591e-04
Validation prc-auc = 0.042274
Epoch 6020
Loss = 1.8246e-02, PNorm = 385.2338, GNorm = 0.0271, lr_0 = 9.9591e-04
Validation prc-auc = 0.041440
Epoch 6021
Loss = 2.5884e-02, PNorm = 385.2580, GNorm = 0.3152, lr_0 = 9.9591e-04
Validation prc-auc = 0.040832
Epoch 6022
Loss = 3.8834e-02, PNorm = 385.2840, GNorm = 0.1975, lr_0 = 9.9591e-04
Validation prc-auc = 0.051571
Epoch 6023
Loss = 5.0736e-02, PNorm = 385.3075, GNorm = 1.3474, lr_0 = 9.9591e-04
Validation prc-auc = 0.054352
Epoch 6024
Loss = 3.5094e-02, PNorm = 385.3344, GNorm = 0.8772, lr_0 = 9.9591e-04
Validation prc-auc = 0.054737
Epoch 6025
Loss = 4.4584e-02, PNorm = 385.3667, GNorm = 0.3535, lr_0 = 9.9591e-04
Validation prc-auc = 0.054917
Epoch 6026
Loss = 3.5088e-02, PNorm = 385.3982, GNorm = 1.4164, lr_0 = 9.9590e-04
Validation prc-auc = 0.054322
Epoch 6027
Loss = 2.3875e-02, PNorm = 385.4445, GNorm = 1.5581, lr_0 = 9.9590e-04
Validation prc-auc = 0.053316
Epoch 6028
Loss = 8.4430e-02, PNorm = 385.4796, GNorm = 0.1458, lr_0 = 9.9590e-04
Validation prc-auc = 0.049094
Epoch 6029
Loss = 1.1300e-02, PNorm = 385.5273, GNorm = 0.4746, lr_0 = 9.9590e-04
Loss = 4.9657e-02, PNorm = 385.5613, GNorm = 1.6493, lr_0 = 9.9590e-04
Validation prc-auc = 0.048938
Epoch 6030
Loss = 4.4398e-02, PNorm = 385.6027, GNorm = 0.7760, lr_0 = 9.9590e-04
Validation prc-auc = 0.047592
Epoch 6031
Loss = 4.2341e-02, PNorm = 385.6601, GNorm = 0.2780, lr_0 = 9.9590e-04
Validation prc-auc = 0.043126
Epoch 6032
Loss = 1.6860e-02, PNorm = 385.7038, GNorm = 1.8886, lr_0 = 9.9590e-04
Validation prc-auc = 0.042879
Epoch 6033
Loss = 1.5418e-02, PNorm = 385.7243, GNorm = 0.0966, lr_0 = 9.9590e-04
Validation prc-auc = 0.046423
Epoch 6034
Loss = 1.0568e-01, PNorm = 385.7589, GNorm = 4.2278, lr_0 = 9.9590e-04
Validation prc-auc = 0.046148
Epoch 6035
Loss = 2.8301e-02, PNorm = 385.8146, GNorm = 0.4839, lr_0 = 9.9590e-04
Validation prc-auc = 0.051783
Epoch 6036
Loss = 1.8865e-02, PNorm = 385.8457, GNorm = 1.5374, lr_0 = 9.9590e-04
Validation prc-auc = 0.052873
Epoch 6037
Loss = 3.7766e-02, PNorm = 385.8729, GNorm = 0.2488, lr_0 = 9.9590e-04
Validation prc-auc = 0.051506
Epoch 6038
Loss = 2.0631e-01, PNorm = 385.8973, GNorm = 3.5954, lr_0 = 9.9590e-04
Validation prc-auc = 0.054895
Epoch 6039
Loss = 4.1022e-02, PNorm = 385.9222, GNorm = 0.9911, lr_0 = 9.9590e-04
Loss = 1.4103e-02, PNorm = 385.9448, GNorm = 0.1628, lr_0 = 9.9589e-04
Validation prc-auc = 0.056122
Epoch 6040
Loss = 3.5277e-02, PNorm = 385.9710, GNorm = 0.3130, lr_0 = 9.9589e-04
Validation prc-auc = 0.056887
Epoch 6041
Loss = 2.6425e-02, PNorm = 385.9984, GNorm = 0.2725, lr_0 = 9.9589e-04
Validation prc-auc = 0.049544
Epoch 6042
Loss = 2.1198e-02, PNorm = 386.0191, GNorm = 0.0550, lr_0 = 9.9589e-04
Validation prc-auc = 0.040004
Epoch 6043
Loss = 5.0680e-02, PNorm = 386.0484, GNorm = 2.4373, lr_0 = 9.9589e-04
Validation prc-auc = 0.039658
Epoch 6044
Loss = 4.0689e-02, PNorm = 386.0779, GNorm = 2.1721, lr_0 = 9.9589e-04
Validation prc-auc = 0.041551
Epoch 6045
Loss = 2.7436e-02, PNorm = 386.1117, GNorm = 0.0179, lr_0 = 9.9589e-04
Validation prc-auc = 0.038318
Epoch 6046
Loss = 4.0882e-02, PNorm = 386.1380, GNorm = 1.4123, lr_0 = 9.9589e-04
Validation prc-auc = 0.038089
Epoch 6047
Loss = 1.8019e-02, PNorm = 386.1616, GNorm = 0.3549, lr_0 = 9.9589e-04
Validation prc-auc = 0.040383
Epoch 6048
Loss = 4.4872e-02, PNorm = 386.1901, GNorm = 2.7835, lr_0 = 9.9589e-04
Validation prc-auc = 0.067067
Epoch 6049
Loss = 9.6708e-02, PNorm = 386.2210, GNorm = 2.2690, lr_0 = 9.9589e-04
Loss = 1.8009e-02, PNorm = 386.2391, GNorm = 2.6176, lr_0 = 9.9589e-04
Validation prc-auc = 0.051982
Epoch 6050
Loss = 5.6313e-03, PNorm = 386.2548, GNorm = 0.6419, lr_0 = 9.9589e-04
Validation prc-auc = 0.053748
Epoch 6051
Loss = 3.3338e-02, PNorm = 386.2653, GNorm = 0.3061, lr_0 = 9.9589e-04
Validation prc-auc = 0.055658
Epoch 6052
Loss = 9.5152e-03, PNorm = 386.2925, GNorm = 0.0462, lr_0 = 9.9588e-04
Validation prc-auc = 0.054779
Epoch 6053
Loss = 4.6091e-02, PNorm = 386.3137, GNorm = 0.2905, lr_0 = 9.9588e-04
Validation prc-auc = 0.051239
Epoch 6054
Loss = 3.4639e-02, PNorm = 386.3366, GNorm = 1.2863, lr_0 = 9.9588e-04
Validation prc-auc = 0.053714
Epoch 6055
Loss = 4.3320e-02, PNorm = 386.3863, GNorm = 1.1226, lr_0 = 9.9588e-04
Validation prc-auc = 0.056222
Epoch 6056
Loss = 4.2959e-02, PNorm = 386.4236, GNorm = 1.3165, lr_0 = 9.9588e-04
Validation prc-auc = 0.041611
Epoch 6057
Loss = 2.4015e-02, PNorm = 386.4517, GNorm = 0.1334, lr_0 = 9.9588e-04
Validation prc-auc = 0.034176
Epoch 6058
Loss = 1.9608e-03, PNorm = 386.4777, GNorm = 0.0779, lr_0 = 9.9588e-04
Validation prc-auc = 0.033896
Epoch 6059
Loss = 1.3380e-02, PNorm = 386.5075, GNorm = 1.0280, lr_0 = 9.9588e-04
Loss = 2.4051e-02, PNorm = 386.5392, GNorm = 0.4688, lr_0 = 9.9588e-04
Validation prc-auc = 0.037202
Epoch 6060
Loss = 1.2309e-02, PNorm = 386.5666, GNorm = 0.7545, lr_0 = 9.9588e-04
Validation prc-auc = 0.044696
Epoch 6061
Loss = 4.0844e-02, PNorm = 386.5857, GNorm = 0.1349, lr_0 = 9.9588e-04
Validation prc-auc = 0.045199
Epoch 6062
Loss = 3.5476e-02, PNorm = 386.6131, GNorm = 0.6560, lr_0 = 9.9588e-04
Validation prc-auc = 0.048894
Epoch 6063
Loss = 1.5984e-02, PNorm = 386.6410, GNorm = 1.7375, lr_0 = 9.9588e-04
Validation prc-auc = 0.047636
Epoch 6064
Loss = 1.6417e-02, PNorm = 386.6645, GNorm = 0.0657, lr_0 = 9.9588e-04
Validation prc-auc = 0.060534
Epoch 6065
Loss = 1.2093e-02, PNorm = 386.6780, GNorm = 0.0105, lr_0 = 9.9588e-04
Validation prc-auc = 0.053995
Epoch 6066
Loss = 4.2878e-02, PNorm = 386.6859, GNorm = 1.6588, lr_0 = 9.9587e-04
Validation prc-auc = 0.044300
Epoch 6067
Loss = 5.8157e-02, PNorm = 386.7057, GNorm = 0.2890, lr_0 = 9.9587e-04
Validation prc-auc = 0.057647
Epoch 6068
Loss = 2.1349e-03, PNorm = 386.7324, GNorm = 0.1076, lr_0 = 9.9587e-04
Validation prc-auc = 0.057751
Epoch 6069
Loss = 2.1614e-03, PNorm = 386.7499, GNorm = 0.1251, lr_0 = 9.9587e-04
Loss = 5.5932e-03, PNorm = 386.7607, GNorm = 0.0890, lr_0 = 9.9587e-04
Validation prc-auc = 0.050977
Epoch 6070
Loss = 3.4972e-02, PNorm = 386.7758, GNorm = 1.7046, lr_0 = 9.9587e-04
Validation prc-auc = 0.039170
Epoch 6071
Loss = 4.7401e-02, PNorm = 386.8196, GNorm = 0.1155, lr_0 = 9.9587e-04
Validation prc-auc = 0.040983
Epoch 6072
Loss = 2.8593e-02, PNorm = 386.8588, GNorm = 0.2239, lr_0 = 9.9587e-04
Validation prc-auc = 0.028678
Epoch 6073
Loss = 1.1740e-02, PNorm = 386.9025, GNorm = 0.0446, lr_0 = 9.9587e-04
Validation prc-auc = 0.036512
Epoch 6074
Loss = 2.8469e-02, PNorm = 386.9324, GNorm = 0.0476, lr_0 = 9.9587e-04
Validation prc-auc = 0.025657
Epoch 6075
Loss = 2.7952e-02, PNorm = 386.9641, GNorm = 0.0795, lr_0 = 9.9587e-04
Validation prc-auc = 0.023603
Epoch 6076
Loss = 7.3767e-02, PNorm = 387.0107, GNorm = 2.2833, lr_0 = 9.9587e-04
Validation prc-auc = 0.023216
Epoch 6077
Loss = 6.5721e-03, PNorm = 387.0449, GNorm = 0.5909, lr_0 = 9.9587e-04
Validation prc-auc = 0.023376
Epoch 6078
Loss = 4.4529e-03, PNorm = 387.0681, GNorm = 0.2682, lr_0 = 9.9587e-04
Validation prc-auc = 0.023247
Epoch 6079
Loss = 2.4526e-03, PNorm = 387.0984, GNorm = 0.0915, lr_0 = 9.9587e-04
Loss = 1.1270e-02, PNorm = 387.1190, GNorm = 0.1753, lr_0 = 9.9586e-04
Validation prc-auc = 0.023739
Epoch 6080
Loss = 6.7597e-03, PNorm = 387.1346, GNorm = 0.0193, lr_0 = 9.9586e-04
Validation prc-auc = 0.024056
Epoch 6081
Loss = 2.9882e-02, PNorm = 387.1497, GNorm = 1.7917, lr_0 = 9.9586e-04
Validation prc-auc = 0.031587
Epoch 6082
Loss = 2.0642e-02, PNorm = 387.1664, GNorm = 2.2310, lr_0 = 9.9586e-04
Validation prc-auc = 0.032219
Epoch 6083
Loss = 2.2481e-02, PNorm = 387.1793, GNorm = 0.4385, lr_0 = 9.9586e-04
Validation prc-auc = 0.039474
Epoch 6084
Loss = 1.6252e-02, PNorm = 387.2027, GNorm = 0.9177, lr_0 = 9.9586e-04
Validation prc-auc = 0.044733
Epoch 6085
Loss = 6.9640e-03, PNorm = 387.2176, GNorm = 0.6034, lr_0 = 9.9586e-04
Validation prc-auc = 0.048202
Epoch 6086
Loss = 1.4921e-02, PNorm = 387.2362, GNorm = 0.0518, lr_0 = 9.9586e-04
Validation prc-auc = 0.050752
Epoch 6087
Loss = 1.8861e-02, PNorm = 387.2585, GNorm = 1.3153, lr_0 = 9.9586e-04
Validation prc-auc = 0.041629
Epoch 6088
Loss = 1.3392e-03, PNorm = 387.2830, GNorm = 0.1288, lr_0 = 9.9586e-04
Validation prc-auc = 0.040987
Epoch 6089
Loss = 5.0390e-03, PNorm = 387.3088, GNorm = 0.2603, lr_0 = 9.9586e-04
Loss = 2.6795e-02, PNorm = 387.3426, GNorm = 0.6402, lr_0 = 9.9586e-04
Validation prc-auc = 0.040214
Epoch 6090
Loss = 5.1930e-02, PNorm = 387.3748, GNorm = 0.6259, lr_0 = 9.9586e-04
Validation prc-auc = 0.039182
Epoch 6091
Loss = 3.0048e-02, PNorm = 387.4166, GNorm = 1.7869, lr_0 = 9.9586e-04
Validation prc-auc = 0.038631
Epoch 6092
Loss = 5.8129e-02, PNorm = 387.4539, GNorm = 0.1744, lr_0 = 9.9585e-04
Validation prc-auc = 0.039818
Epoch 6093
Loss = 5.1690e-02, PNorm = 387.4802, GNorm = 1.3340, lr_0 = 9.9585e-04
Validation prc-auc = 0.044027
Epoch 6094
Loss = 6.3789e-03, PNorm = 387.5131, GNorm = 0.6252, lr_0 = 9.9585e-04
Validation prc-auc = 0.044946
Epoch 6095
Loss = 2.1837e-02, PNorm = 387.5386, GNorm = 0.7784, lr_0 = 9.9585e-04
Validation prc-auc = 0.043844
Epoch 6096
Loss = 1.9421e-02, PNorm = 387.5592, GNorm = 1.0390, lr_0 = 9.9585e-04
Validation prc-auc = 0.042877
Epoch 6097
Loss = 1.8274e-02, PNorm = 387.5727, GNorm = 1.0333, lr_0 = 9.9585e-04
Validation prc-auc = 0.040663
Epoch 6098
Loss = 1.3974e-03, PNorm = 387.5942, GNorm = 0.0562, lr_0 = 9.9585e-04
Validation prc-auc = 0.040167
Epoch 6099
Loss = 2.2676e-02, PNorm = 387.6275, GNorm = 1.2340, lr_0 = 9.9585e-04
Loss = 1.6191e-02, PNorm = 387.6578, GNorm = 0.1129, lr_0 = 9.9585e-04
Validation prc-auc = 0.047145
Epoch 6100
Loss = 4.3694e-02, PNorm = 387.6851, GNorm = 1.2182, lr_0 = 9.9585e-04
Validation prc-auc = 0.055737
Epoch 6101
Loss = 2.8846e-02, PNorm = 387.7212, GNorm = 0.8493, lr_0 = 9.9585e-04
Validation prc-auc = 0.053246
Epoch 6102
Loss = 2.0640e-02, PNorm = 387.7592, GNorm = 1.1697, lr_0 = 9.9585e-04
Validation prc-auc = 0.048919
Epoch 6103
Loss = 1.5022e-02, PNorm = 387.7818, GNorm = 0.1278, lr_0 = 9.9585e-04
Validation prc-auc = 0.049270
Epoch 6104
Loss = 4.8974e-02, PNorm = 387.8035, GNorm = 0.1454, lr_0 = 9.9585e-04
Validation prc-auc = 0.054767
Epoch 6105
Loss = 5.8893e-02, PNorm = 387.8300, GNorm = 0.0380, lr_0 = 9.9585e-04
Validation prc-auc = 0.050845
Epoch 6106
Loss = 2.1263e-02, PNorm = 387.8656, GNorm = 0.0987, lr_0 = 9.9584e-04
Validation prc-auc = 0.054217
Epoch 6107
Loss = 6.2254e-03, PNorm = 387.9005, GNorm = 0.1931, lr_0 = 9.9584e-04
Validation prc-auc = 0.053971
Epoch 6108
Loss = 5.7848e-03, PNorm = 387.9192, GNorm = 0.0882, lr_0 = 9.9584e-04
Validation prc-auc = 0.053118
Epoch 6109
Loss = 2.0526e-02, PNorm = 387.9412, GNorm = 0.9155, lr_0 = 9.9584e-04
Loss = 1.2933e-02, PNorm = 387.9639, GNorm = 0.1021, lr_0 = 9.9584e-04
Validation prc-auc = 0.040958
Epoch 6110
Loss = 1.3233e-02, PNorm = 387.9829, GNorm = 0.0308, lr_0 = 9.9584e-04
Validation prc-auc = 0.033119
Epoch 6111
Loss = 2.4811e-02, PNorm = 388.0065, GNorm = 0.3357, lr_0 = 9.9584e-04
Validation prc-auc = 0.025719
Epoch 6112
Loss = 3.1515e-02, PNorm = 388.0276, GNorm = 0.3049, lr_0 = 9.9584e-04
Validation prc-auc = 0.026637
Epoch 6113
Loss = 5.3351e-02, PNorm = 388.0646, GNorm = 0.4661, lr_0 = 9.9584e-04
Validation prc-auc = 0.029132
Epoch 6114
Loss = 3.8891e-02, PNorm = 388.1156, GNorm = 0.0472, lr_0 = 9.9584e-04
Validation prc-auc = 0.027239
Epoch 6115
Loss = 2.1975e-02, PNorm = 388.1516, GNorm = 0.7461, lr_0 = 9.9584e-04
Validation prc-auc = 0.023283
Epoch 6116
Loss = 1.3462e-02, PNorm = 388.1772, GNorm = 0.1978, lr_0 = 9.9584e-04
Validation prc-auc = 0.022372
Epoch 6117
Loss = 1.0105e-02, PNorm = 388.2031, GNorm = 1.1964, lr_0 = 9.9584e-04
Validation prc-auc = 0.023766
Epoch 6118
Loss = 1.0008e-02, PNorm = 388.2195, GNorm = 0.0531, lr_0 = 9.9584e-04
Validation prc-auc = 0.030598
Epoch 6119
Loss = 7.0552e-02, PNorm = 388.2349, GNorm = 1.8993, lr_0 = 9.9583e-04
Loss = 1.5779e-02, PNorm = 388.2530, GNorm = 0.1608, lr_0 = 9.9583e-04
Validation prc-auc = 0.033662
Epoch 6120
Loss = 8.1996e-03, PNorm = 388.2727, GNorm = 0.1947, lr_0 = 9.9583e-04
Validation prc-auc = 0.042662
Epoch 6121
Loss = 2.1590e-02, PNorm = 388.2899, GNorm = 0.0758, lr_0 = 9.9583e-04
Validation prc-auc = 0.060343
Epoch 6122
Loss = 2.4512e-02, PNorm = 388.2992, GNorm = 0.0305, lr_0 = 9.9583e-04
Validation prc-auc = 0.057137
Epoch 6123
Loss = 2.4650e-02, PNorm = 388.3254, GNorm = 0.0456, lr_0 = 9.9583e-04
Validation prc-auc = 0.051951
Epoch 6124
Loss = 3.8708e-02, PNorm = 388.3551, GNorm = 0.3918, lr_0 = 9.9583e-04
Validation prc-auc = 0.034511
Epoch 6125
Loss = 6.2302e-02, PNorm = 388.3885, GNorm = 2.6892, lr_0 = 9.9583e-04
Validation prc-auc = 0.037656
Epoch 6126
Loss = 4.3805e-02, PNorm = 388.4410, GNorm = 1.9261, lr_0 = 9.9583e-04
Validation prc-auc = 0.040398
Epoch 6127
Loss = 5.1547e-02, PNorm = 388.4766, GNorm = 1.1805, lr_0 = 9.9583e-04
Validation prc-auc = 0.035758
Epoch 6128
Loss = 8.3282e-02, PNorm = 388.5192, GNorm = 2.0755, lr_0 = 9.9583e-04
Validation prc-auc = 0.034119
Epoch 6129
Loss = 7.1674e-03, PNorm = 388.5496, GNorm = 0.5006, lr_0 = 9.9583e-04
Loss = 2.1351e-02, PNorm = 388.5705, GNorm = 0.3084, lr_0 = 9.9583e-04
Validation prc-auc = 0.031955
Epoch 6130
Loss = 2.8656e-02, PNorm = 388.5850, GNorm = 0.4432, lr_0 = 9.9583e-04
Validation prc-auc = 0.032178
Epoch 6131
Loss = 1.4653e-02, PNorm = 388.6080, GNorm = 0.0038, lr_0 = 9.9583e-04
Validation prc-auc = 0.039351
Epoch 6132
Loss = 1.7030e-02, PNorm = 388.6292, GNorm = 0.0075, lr_0 = 9.9582e-04
Validation prc-auc = 0.047346
Epoch 6133
Loss = 3.8776e-03, PNorm = 388.6454, GNorm = 0.2514, lr_0 = 9.9582e-04
Validation prc-auc = 0.046682
Epoch 6134
Loss = 8.0000e-03, PNorm = 388.6596, GNorm = 0.0373, lr_0 = 9.9582e-04
Validation prc-auc = 0.047490
Epoch 6135
Loss = 1.5266e-02, PNorm = 388.6755, GNorm = 0.0586, lr_0 = 9.9582e-04
Validation prc-auc = 0.054284
Epoch 6136
Loss = 1.7642e-02, PNorm = 388.7038, GNorm = 0.2877, lr_0 = 9.9582e-04
Validation prc-auc = 0.060193
Epoch 6137
Loss = 6.4941e-03, PNorm = 388.7327, GNorm = 0.1190, lr_0 = 9.9582e-04
Validation prc-auc = 0.059661
Epoch 6138
Loss = 2.7016e-02, PNorm = 388.7507, GNorm = 0.5041, lr_0 = 9.9582e-04
Validation prc-auc = 0.054927
Epoch 6139
Loss = 3.5955e-03, PNorm = 388.7639, GNorm = 0.2339, lr_0 = 9.9582e-04
Loss = 1.5592e-02, PNorm = 388.7808, GNorm = 1.7255, lr_0 = 9.9582e-04
Validation prc-auc = 0.054255
Epoch 6140
Loss = 1.7451e-02, PNorm = 388.7944, GNorm = 1.4034, lr_0 = 9.9582e-04
Validation prc-auc = 0.054331
Epoch 6141
Loss = 2.6552e-02, PNorm = 388.8075, GNorm = 0.0520, lr_0 = 9.9582e-04
Validation prc-auc = 0.051947
Epoch 6142
Loss = 2.1195e-02, PNorm = 388.8309, GNorm = 0.3954, lr_0 = 9.9582e-04
Validation prc-auc = 0.060554
Epoch 6143
Loss = 3.7699e-02, PNorm = 388.8699, GNorm = 2.2686, lr_0 = 9.9582e-04
Validation prc-auc = 0.056866
Epoch 6144
Loss = 3.9659e-02, PNorm = 388.9029, GNorm = 0.2561, lr_0 = 9.9582e-04
Validation prc-auc = 0.060429
Epoch 6145
Loss = 1.1487e-02, PNorm = 388.9356, GNorm = 0.2646, lr_0 = 9.9582e-04
Validation prc-auc = 0.058892
Epoch 6146
Loss = 6.7252e-03, PNorm = 388.9594, GNorm = 1.0289, lr_0 = 9.9581e-04
Validation prc-auc = 0.059606
Epoch 6147
Loss = 1.0762e-02, PNorm = 388.9740, GNorm = 0.1804, lr_0 = 9.9581e-04
Validation prc-auc = 0.060801
Epoch 6148
Loss = 1.1236e-01, PNorm = 388.9911, GNorm = 0.5879, lr_0 = 9.9581e-04
Validation prc-auc = 0.056119
Epoch 6149
Loss = 5.3543e-03, PNorm = 389.0217, GNorm = 0.2938, lr_0 = 9.9581e-04
Loss = 6.3471e-02, PNorm = 389.0523, GNorm = 1.6350, lr_0 = 9.9581e-04
Validation prc-auc = 0.050531
Epoch 6150
Loss = 1.6568e-02, PNorm = 389.0782, GNorm = 0.5553, lr_0 = 9.9581e-04
Validation prc-auc = 0.050640
Epoch 6151
Loss = 4.2954e-02, PNorm = 389.1052, GNorm = 0.1754, lr_0 = 9.9581e-04
Validation prc-auc = 0.039354
Epoch 6152
Loss = 2.1677e-02, PNorm = 389.1482, GNorm = 0.5393, lr_0 = 9.9581e-04
Validation prc-auc = 0.042810
Epoch 6153
Loss = 2.7710e-02, PNorm = 389.1764, GNorm = 0.0758, lr_0 = 9.9581e-04
Validation prc-auc = 0.043317
Epoch 6154
Loss = 2.1317e-02, PNorm = 389.1996, GNorm = 0.4602, lr_0 = 9.9581e-04
Validation prc-auc = 0.043094
Epoch 6155
Loss = 7.4206e-03, PNorm = 389.2172, GNorm = 1.5880, lr_0 = 9.9581e-04
Validation prc-auc = 0.037146
Epoch 6156
Loss = 6.9858e-03, PNorm = 389.2344, GNorm = 0.2685, lr_0 = 9.9581e-04
Validation prc-auc = 0.038456
Epoch 6157
Loss = 4.1478e-02, PNorm = 389.2516, GNorm = 1.5528, lr_0 = 9.9581e-04
Validation prc-auc = 0.044085
Epoch 6158
Loss = 7.0820e-04, PNorm = 389.2658, GNorm = 0.0184, lr_0 = 9.9581e-04
Validation prc-auc = 0.044887
Epoch 6159
Loss = 6.1424e-04, PNorm = 389.2819, GNorm = 0.0267, lr_0 = 9.9580e-04
Loss = 2.0810e-02, PNorm = 389.2951, GNorm = 0.0198, lr_0 = 9.9580e-04
Validation prc-auc = 0.044285
Epoch 6160
Loss = 2.3701e-02, PNorm = 389.3146, GNorm = 1.4250, lr_0 = 9.9580e-04
Validation prc-auc = 0.034879
Epoch 6161
Loss = 2.7934e-02, PNorm = 389.3428, GNorm = 0.5082, lr_0 = 9.9580e-04
Validation prc-auc = 0.036884
Epoch 6162
Loss = 2.6486e-02, PNorm = 389.3782, GNorm = 1.0904, lr_0 = 9.9580e-04
Validation prc-auc = 0.043191
Epoch 6163
Loss = 3.5093e-03, PNorm = 389.3943, GNorm = 0.6706, lr_0 = 9.9580e-04
Validation prc-auc = 0.042024
Epoch 6164
Loss = 5.9916e-03, PNorm = 389.4131, GNorm = 0.0211, lr_0 = 9.9580e-04
Validation prc-auc = 0.038458
Epoch 6165
Loss = 3.5776e-02, PNorm = 389.4299, GNorm = 0.2500, lr_0 = 9.9580e-04
Validation prc-auc = 0.034895
Epoch 6166
Loss = 6.2063e-03, PNorm = 389.4545, GNorm = 0.7295, lr_0 = 9.9580e-04
Validation prc-auc = 0.042725
Epoch 6167
Loss = 2.2313e-02, PNorm = 389.4771, GNorm = 1.4877, lr_0 = 9.9580e-04
Validation prc-auc = 0.036287
Epoch 6168
Loss = 1.0465e-02, PNorm = 389.5018, GNorm = 0.3953, lr_0 = 9.9580e-04
Validation prc-auc = 0.048274
Epoch 6169
Loss = 1.2526e-03, PNorm = 389.5214, GNorm = 0.0422, lr_0 = 9.9580e-04
Loss = 1.5190e-02, PNorm = 389.5327, GNorm = 0.2350, lr_0 = 9.9580e-04
Validation prc-auc = 0.042094
Epoch 6170
Loss = 2.3559e-02, PNorm = 389.5561, GNorm = 0.3543, lr_0 = 9.9580e-04
Validation prc-auc = 0.033085
Epoch 6171
Loss = 4.8116e-02, PNorm = 389.5850, GNorm = 2.1912, lr_0 = 9.9580e-04
Validation prc-auc = 0.032875
Epoch 6172
Loss = 4.3023e-02, PNorm = 389.6266, GNorm = 1.8943, lr_0 = 9.9579e-04
Validation prc-auc = 0.044528
Epoch 6173
Loss = 6.3546e-02, PNorm = 389.6563, GNorm = 2.0602, lr_0 = 9.9579e-04
Validation prc-auc = 0.038698
Epoch 6174
Loss = 3.7569e-02, PNorm = 389.6795, GNorm = 0.4856, lr_0 = 9.9579e-04
Validation prc-auc = 0.033845
Epoch 6175
Loss = 1.4938e-02, PNorm = 389.7052, GNorm = 0.5231, lr_0 = 9.9579e-04
Validation prc-auc = 0.049442
Epoch 6176
Loss = 1.7626e-02, PNorm = 389.7294, GNorm = 1.5734, lr_0 = 9.9579e-04
Validation prc-auc = 0.048186
Epoch 6177
Loss = 1.9684e-02, PNorm = 389.7471, GNorm = 0.9164, lr_0 = 9.9579e-04
Validation prc-auc = 0.043304
Epoch 6178
Loss = 6.1651e-03, PNorm = 389.7691, GNorm = 0.4851, lr_0 = 9.9579e-04
Validation prc-auc = 0.053378
Epoch 6179
Loss = 1.2792e-02, PNorm = 389.7990, GNorm = 0.7494, lr_0 = 9.9579e-04
Loss = 1.6714e-02, PNorm = 389.8178, GNorm = 1.9797, lr_0 = 9.9579e-04
Validation prc-auc = 0.041645
Epoch 6180
Loss = 2.6974e-02, PNorm = 389.8463, GNorm = 0.7033, lr_0 = 9.9579e-04
Validation prc-auc = 0.030366
Epoch 6181
Loss = 1.5900e-02, PNorm = 389.8867, GNorm = 0.6452, lr_0 = 9.9579e-04
Validation prc-auc = 0.055485
Epoch 6182
Loss = 6.2712e-02, PNorm = 389.9193, GNorm = 1.8547, lr_0 = 9.9579e-04
Validation prc-auc = 0.036656
Epoch 6183
Loss = 4.9873e-02, PNorm = 389.9459, GNorm = 4.0164, lr_0 = 9.9579e-04
Validation prc-auc = 0.032043
Epoch 6184
Loss = 2.6289e-02, PNorm = 389.9848, GNorm = 1.7776, lr_0 = 9.9579e-04
Validation prc-auc = 0.055068
Epoch 6185
Loss = 7.1884e-03, PNorm = 390.0223, GNorm = 0.7704, lr_0 = 9.9578e-04
Validation prc-auc = 0.056898
Epoch 6186
Loss = 1.5539e-02, PNorm = 390.0509, GNorm = 1.6149, lr_0 = 9.9578e-04
Validation prc-auc = 0.053671
Epoch 6187
Loss = 8.0667e-03, PNorm = 390.0867, GNorm = 0.0840, lr_0 = 9.9578e-04
Validation prc-auc = 0.052013
Epoch 6188
Loss = 2.8407e-03, PNorm = 390.1224, GNorm = 0.1158, lr_0 = 9.9578e-04
Validation prc-auc = 0.032729
Epoch 6189
Loss = 2.1193e-02, PNorm = 390.1501, GNorm = 1.1654, lr_0 = 9.9578e-04
Loss = 2.0022e-02, PNorm = 390.1744, GNorm = 2.2697, lr_0 = 9.9578e-04
Validation prc-auc = 0.032790
Epoch 6190
Loss = 5.3314e-03, PNorm = 390.2012, GNorm = 0.0054, lr_0 = 9.9578e-04
Validation prc-auc = 0.041464
Epoch 6191
Loss = 3.6311e-02, PNorm = 390.2247, GNorm = 1.6657, lr_0 = 9.9578e-04
Validation prc-auc = 0.037216
Epoch 6192
Loss = 2.7084e-02, PNorm = 390.2517, GNorm = 1.9869, lr_0 = 9.9578e-04
Validation prc-auc = 0.037983
Epoch 6193
Loss = 3.9073e-02, PNorm = 390.2729, GNorm = 0.2735, lr_0 = 9.9578e-04
Validation prc-auc = 0.039297
Epoch 6194
Loss = 2.9925e-02, PNorm = 390.3053, GNorm = 1.5644, lr_0 = 9.9578e-04
Validation prc-auc = 0.037823
Epoch 6195
Loss = 6.9669e-03, PNorm = 390.3367, GNorm = 0.0077, lr_0 = 9.9578e-04
Validation prc-auc = 0.038761
Epoch 6196
Loss = 5.4827e-02, PNorm = 390.3606, GNorm = 0.3342, lr_0 = 9.9578e-04
Validation prc-auc = 0.039987
Epoch 6197
Loss = 3.9124e-02, PNorm = 390.3894, GNorm = 1.7800, lr_0 = 9.9578e-04
Validation prc-auc = 0.036812
Epoch 6198
Loss = 2.7780e-02, PNorm = 390.4331, GNorm = 0.2467, lr_0 = 9.9578e-04
Validation prc-auc = 0.041658
Epoch 6199
Loss = 8.6346e-02, PNorm = 390.4676, GNorm = 1.5008, lr_0 = 9.9577e-04
Loss = 5.2287e-02, PNorm = 390.4978, GNorm = 2.3919, lr_0 = 9.9577e-04
Validation prc-auc = 0.036792
Epoch 6200
Loss = 3.8809e-02, PNorm = 390.5497, GNorm = 0.0893, lr_0 = 9.9577e-04
Validation prc-auc = 0.043010
Epoch 6201
Loss = 8.1666e-03, PNorm = 390.5854, GNorm = 0.2391, lr_0 = 9.9577e-04
Validation prc-auc = 0.045005
Epoch 6202
Loss = 2.4397e-02, PNorm = 390.6100, GNorm = 1.5360, lr_0 = 9.9577e-04
Validation prc-auc = 0.041145
Epoch 6203
Loss = 6.8065e-03, PNorm = 390.6379, GNorm = 0.5137, lr_0 = 9.9577e-04
Validation prc-auc = 0.045375
Epoch 6204
Loss = 1.7912e-03, PNorm = 390.6596, GNorm = 0.1338, lr_0 = 9.9577e-04
Validation prc-auc = 0.042137
Epoch 6205
Loss = 4.0071e-03, PNorm = 390.6739, GNorm = 0.0947, lr_0 = 9.9577e-04
Validation prc-auc = 0.035360
Epoch 6206
Loss = 3.8733e-02, PNorm = 390.6909, GNorm = 1.7658, lr_0 = 9.9577e-04
Validation prc-auc = 0.036303
Epoch 6207
Loss = 9.7238e-03, PNorm = 390.7139, GNorm = 0.9505, lr_0 = 9.9577e-04
Validation prc-auc = 0.035814
Epoch 6208
Loss = 1.9458e-02, PNorm = 390.7438, GNorm = 0.2740, lr_0 = 9.9577e-04
Validation prc-auc = 0.037497
Epoch 6209
Loss = 1.7256e-03, PNorm = 390.7778, GNorm = 0.0737, lr_0 = 9.9577e-04
Loss = 4.6469e-02, PNorm = 390.8031, GNorm = 0.1512, lr_0 = 9.9577e-04
Validation prc-auc = 0.036284
Epoch 6210
Loss = 3.0583e-02, PNorm = 390.8419, GNorm = 2.7177, lr_0 = 9.9577e-04
Validation prc-auc = 0.042093
Epoch 6211
Loss = 2.0234e-02, PNorm = 390.8799, GNorm = 0.4841, lr_0 = 9.9576e-04
Validation prc-auc = 0.043189
Epoch 6212
Loss = 3.9554e-02, PNorm = 390.9115, GNorm = 1.7074, lr_0 = 9.9576e-04
Validation prc-auc = 0.044066
Epoch 6213
Loss = 8.5871e-03, PNorm = 390.9521, GNorm = 0.1547, lr_0 = 9.9576e-04
Validation prc-auc = 0.044381
Epoch 6214
Loss = 1.5086e-02, PNorm = 390.9759, GNorm = 0.0706, lr_0 = 9.9576e-04
Validation prc-auc = 0.044328
Epoch 6215
Loss = 1.5246e-02, PNorm = 390.9910, GNorm = 1.0546, lr_0 = 9.9576e-04
Validation prc-auc = 0.051651
Epoch 6216
Loss = 8.9880e-03, PNorm = 391.0092, GNorm = 0.0414, lr_0 = 9.9576e-04
Validation prc-auc = 0.050065
Epoch 6217
Loss = 1.6777e-02, PNorm = 391.0281, GNorm = 0.5662, lr_0 = 9.9576e-04
Validation prc-auc = 0.046669
Epoch 6218
Loss = 1.1831e-01, PNorm = 391.0562, GNorm = 3.8488, lr_0 = 9.9576e-04
Validation prc-auc = 0.037368
Epoch 6219
Loss = 1.3901e-02, PNorm = 391.0872, GNorm = 1.2570, lr_0 = 9.9576e-04
Loss = 3.1414e-02, PNorm = 391.1279, GNorm = 2.8517, lr_0 = 9.9576e-04
Validation prc-auc = 0.044969
Epoch 6220
Loss = 2.6399e-02, PNorm = 391.1675, GNorm = 1.0752, lr_0 = 9.9576e-04
Validation prc-auc = 0.052038
Epoch 6221
Loss = 1.1299e-02, PNorm = 391.2062, GNorm = 0.0131, lr_0 = 9.9576e-04
Validation prc-auc = 0.060790
Epoch 6222
Loss = 3.9016e-02, PNorm = 391.2296, GNorm = 0.1569, lr_0 = 9.9576e-04
Validation prc-auc = 0.053445
Epoch 6223
Loss = 1.2809e-02, PNorm = 391.2555, GNorm = 0.6785, lr_0 = 9.9576e-04
Validation prc-auc = 0.054077
Epoch 6224
Loss = 2.3437e-02, PNorm = 391.2916, GNorm = 0.8355, lr_0 = 9.9576e-04
Validation prc-auc = 0.051014
Epoch 6225
Loss = 5.7817e-02, PNorm = 391.3274, GNorm = 0.0950, lr_0 = 9.9575e-04
Validation prc-auc = 0.042379
Epoch 6226
Loss = 9.2362e-03, PNorm = 391.3754, GNorm = 0.3864, lr_0 = 9.9575e-04
Validation prc-auc = 0.035202
Epoch 6227
Loss = 1.6968e-02, PNorm = 391.4215, GNorm = 0.2010, lr_0 = 9.9575e-04
Validation prc-auc = 0.035755
Epoch 6228
Loss = 8.4150e-02, PNorm = 391.4490, GNorm = 2.3407, lr_0 = 9.9575e-04
Validation prc-auc = 0.044399
Epoch 6229
Loss = 1.9646e-02, PNorm = 391.4874, GNorm = 1.0002, lr_0 = 9.9575e-04
Loss = 2.7946e-02, PNorm = 391.5282, GNorm = 0.1417, lr_0 = 9.9575e-04
Validation prc-auc = 0.052219
Epoch 6230
Loss = 2.9009e-02, PNorm = 391.5552, GNorm = 0.7857, lr_0 = 9.9575e-04
Validation prc-auc = 0.052918
Epoch 6231
Loss = 4.9006e-02, PNorm = 391.5784, GNorm = 2.6018, lr_0 = 9.9575e-04
Validation prc-auc = 0.047552
Epoch 6232
Loss = 4.1818e-02, PNorm = 391.6139, GNorm = 0.1833, lr_0 = 9.9575e-04
Validation prc-auc = 0.040884
Epoch 6233
Loss = 3.8144e-02, PNorm = 391.6533, GNorm = 2.1246, lr_0 = 9.9575e-04
Validation prc-auc = 0.041259
Epoch 6234
Loss = 4.8724e-02, PNorm = 391.6792, GNorm = 0.7301, lr_0 = 9.9575e-04
Validation prc-auc = 0.041084
Epoch 6235
Loss = 3.0487e-02, PNorm = 391.7162, GNorm = 0.9887, lr_0 = 9.9575e-04
Validation prc-auc = 0.040723
Epoch 6236
Loss = 8.4041e-03, PNorm = 391.7556, GNorm = 0.7461, lr_0 = 9.9575e-04
Validation prc-auc = 0.040144
Epoch 6237
Loss = 1.3795e-02, PNorm = 391.7816, GNorm = 0.9195, lr_0 = 9.9575e-04
Validation prc-auc = 0.040895
Epoch 6238
Loss = 2.3915e-02, PNorm = 391.7999, GNorm = 1.8043, lr_0 = 9.9575e-04
Validation prc-auc = 0.045553
Epoch 6239
Loss = 2.4970e-03, PNorm = 391.8238, GNorm = 0.1763, lr_0 = 9.9574e-04
Loss = 8.9385e-03, PNorm = 391.8463, GNorm = 0.3340, lr_0 = 9.9574e-04
Validation prc-auc = 0.044281
Epoch 6240
Loss = 4.1579e-02, PNorm = 391.8678, GNorm = 1.0068, lr_0 = 9.9574e-04
Validation prc-auc = 0.043584
Epoch 6241
Loss = 1.8139e-02, PNorm = 391.8908, GNorm = 0.1403, lr_0 = 9.9574e-04
Validation prc-auc = 0.044065
Epoch 6242
Loss = 8.9591e-03, PNorm = 391.9134, GNorm = 0.8916, lr_0 = 9.9574e-04
Validation prc-auc = 0.041885
Epoch 6243
Loss = 2.9172e-02, PNorm = 391.9301, GNorm = 2.3192, lr_0 = 9.9574e-04
Validation prc-auc = 0.043015
Epoch 6244
Loss = 6.9554e-02, PNorm = 391.9447, GNorm = 0.2734, lr_0 = 9.9574e-04
Validation prc-auc = 0.037439
Epoch 6245
Loss = 5.4350e-02, PNorm = 391.9811, GNorm = 0.6230, lr_0 = 9.9574e-04
Validation prc-auc = 0.034210
Epoch 6246
Loss = 1.1254e-02, PNorm = 392.0197, GNorm = 0.1406, lr_0 = 9.9574e-04
Validation prc-auc = 0.034064
Epoch 6247
Loss = 6.4288e-02, PNorm = 392.0490, GNorm = 1.3967, lr_0 = 9.9574e-04
Validation prc-auc = 0.026757
Epoch 6248
Loss = 1.1900e-02, PNorm = 392.0863, GNorm = 0.3501, lr_0 = 9.9574e-04
Validation prc-auc = 0.026225
Epoch 6249
Loss = 1.3044e-02, PNorm = 392.1298, GNorm = 0.4746, lr_0 = 9.9574e-04
Loss = 1.5632e-02, PNorm = 392.1675, GNorm = 0.8488, lr_0 = 9.9574e-04
Validation prc-auc = 0.032226
Epoch 6250
Loss = 5.2452e-02, PNorm = 392.1952, GNorm = 1.2466, lr_0 = 9.9574e-04
Validation prc-auc = 0.030846
Epoch 6251
Loss = 4.2846e-02, PNorm = 392.2288, GNorm = 0.3074, lr_0 = 9.9573e-04
Validation prc-auc = 0.032991
Epoch 6252
Loss = 2.1446e-02, PNorm = 392.2660, GNorm = 0.0295, lr_0 = 9.9573e-04
Validation prc-auc = 0.035376
Epoch 6253
Loss = 2.7967e-02, PNorm = 392.3044, GNorm = 1.9985, lr_0 = 9.9573e-04
Validation prc-auc = 0.033350
Epoch 6254
Loss = 1.0729e-02, PNorm = 392.3398, GNorm = 1.0829, lr_0 = 9.9573e-04
Validation prc-auc = 0.032047
Epoch 6255
Loss = 2.4832e-02, PNorm = 392.3746, GNorm = 3.5596, lr_0 = 9.9573e-04
Validation prc-auc = 0.029794
Epoch 6256
Loss = 6.5196e-02, PNorm = 392.3991, GNorm = 3.4146, lr_0 = 9.9573e-04
Validation prc-auc = 0.033345
Epoch 6257
Loss = 3.0623e-02, PNorm = 392.4295, GNorm = 0.4684, lr_0 = 9.9573e-04
Validation prc-auc = 0.035713
Epoch 6258
Loss = 1.4741e-02, PNorm = 392.4528, GNorm = 1.0470, lr_0 = 9.9573e-04
Validation prc-auc = 0.034916
Epoch 6259
Loss = 6.0390e-03, PNorm = 392.4822, GNorm = 0.5380, lr_0 = 9.9573e-04
Loss = 3.5673e-02, PNorm = 392.5165, GNorm = 1.7598, lr_0 = 9.9573e-04
Validation prc-auc = 0.032926
Epoch 6260
Loss = 4.2427e-02, PNorm = 392.5499, GNorm = 1.4840, lr_0 = 9.9573e-04
Validation prc-auc = 0.033989
Epoch 6261
Loss = 2.3219e-02, PNorm = 392.5807, GNorm = 0.3994, lr_0 = 9.9573e-04
Validation prc-auc = 0.034929
Epoch 6262
Loss = 4.6305e-02, PNorm = 392.6105, GNorm = 0.8557, lr_0 = 9.9573e-04
Validation prc-auc = 0.049579
Epoch 6263
Loss = 2.1086e-02, PNorm = 392.6452, GNorm = 1.3026, lr_0 = 9.9573e-04
Validation prc-auc = 0.038539
Epoch 6264
Loss = 1.6754e-02, PNorm = 392.6757, GNorm = 1.1605, lr_0 = 9.9573e-04
Validation prc-auc = 0.037917
Epoch 6265
Loss = 8.2735e-03, PNorm = 392.7072, GNorm = 0.3468, lr_0 = 9.9572e-04
Validation prc-auc = 0.037496
Epoch 6266
Loss = 3.2590e-02, PNorm = 392.7267, GNorm = 1.4784, lr_0 = 9.9572e-04
Validation prc-auc = 0.037267
Epoch 6267
Loss = 2.9093e-02, PNorm = 392.7511, GNorm = 1.4277, lr_0 = 9.9572e-04
Validation prc-auc = 0.036671
Epoch 6268
Loss = 5.1189e-03, PNorm = 392.7797, GNorm = 0.5188, lr_0 = 9.9572e-04
Validation prc-auc = 0.042181
Epoch 6269
Loss = 2.9840e-04, PNorm = 392.8060, GNorm = 0.0157, lr_0 = 9.9572e-04
Loss = 8.1968e-03, PNorm = 392.8240, GNorm = 0.0682, lr_0 = 9.9572e-04
Validation prc-auc = 0.036178
Epoch 6270
Loss = 1.5143e-02, PNorm = 392.8438, GNorm = 0.2311, lr_0 = 9.9572e-04
Validation prc-auc = 0.048314
Epoch 6271
Loss = 4.4296e-02, PNorm = 392.8674, GNorm = 1.6596, lr_0 = 9.9572e-04
Validation prc-auc = 0.051111
Epoch 6272
Loss = 2.0665e-02, PNorm = 392.8995, GNorm = 1.8352, lr_0 = 9.9572e-04
Validation prc-auc = 0.050180
Epoch 6273
Loss = 4.7705e-02, PNorm = 392.9337, GNorm = 0.2041, lr_0 = 9.9572e-04
Validation prc-auc = 0.049361
Epoch 6274
Loss = 7.7518e-02, PNorm = 392.9800, GNorm = 2.8980, lr_0 = 9.9572e-04
Validation prc-auc = 0.046507
Epoch 6275
Loss = 1.3588e-02, PNorm = 393.0304, GNorm = 0.6982, lr_0 = 9.9572e-04
Validation prc-auc = 0.047225
Epoch 6276
Loss = 1.3188e-02, PNorm = 393.0684, GNorm = 0.3531, lr_0 = 9.9572e-04
Validation prc-auc = 0.045810
Epoch 6277
Loss = 1.3289e-02, PNorm = 393.0950, GNorm = 0.0331, lr_0 = 9.9572e-04
Validation prc-auc = 0.042524
Epoch 6278
Loss = 1.4229e-02, PNorm = 393.1183, GNorm = 0.0533, lr_0 = 9.9571e-04
Validation prc-auc = 0.040330
Epoch 6279
Loss = 6.7935e-03, PNorm = 393.1484, GNorm = 0.3473, lr_0 = 9.9571e-04
Loss = 3.7960e-02, PNorm = 393.1784, GNorm = 0.0388, lr_0 = 9.9571e-04
Validation prc-auc = 0.040439
Epoch 6280
Loss = 5.3204e-02, PNorm = 393.2151, GNorm = 0.1211, lr_0 = 9.9571e-04
Validation prc-auc = 0.042802
Epoch 6281
Loss = 2.0115e-02, PNorm = 393.2528, GNorm = 0.0642, lr_0 = 9.9571e-04
Validation prc-auc = 0.047463
Epoch 6282
Loss = 2.4262e-02, PNorm = 393.2816, GNorm = 0.2397, lr_0 = 9.9571e-04
Validation prc-auc = 0.043009
Epoch 6283
Loss = 4.9248e-02, PNorm = 393.3073, GNorm = 0.1786, lr_0 = 9.9571e-04
Validation prc-auc = 0.045007
Epoch 6284
Loss = 4.2406e-02, PNorm = 393.3401, GNorm = 2.5811, lr_0 = 9.9571e-04
Validation prc-auc = 0.045389
Epoch 6285
Loss = 1.2799e-02, PNorm = 393.3701, GNorm = 0.2554, lr_0 = 9.9571e-04
Validation prc-auc = 0.051210
Epoch 6286
Loss = 8.6870e-02, PNorm = 393.4074, GNorm = 2.3181, lr_0 = 9.9571e-04
Validation prc-auc = 0.048047
Epoch 6287
Loss = 1.9690e-02, PNorm = 393.4437, GNorm = 0.4515, lr_0 = 9.9571e-04
Validation prc-auc = 0.049585
Epoch 6288
Loss = 8.7210e-03, PNorm = 393.4627, GNorm = 0.0760, lr_0 = 9.9571e-04
Validation prc-auc = 0.050030
Epoch 6289
Loss = 3.8385e-03, PNorm = 393.4775, GNorm = 0.2198, lr_0 = 9.9571e-04
Loss = 2.6725e-02, PNorm = 393.4910, GNorm = 0.2868, lr_0 = 9.9571e-04
Validation prc-auc = 0.051140
Epoch 6290
Loss = 6.4041e-03, PNorm = 393.5039, GNorm = 0.0169, lr_0 = 9.9571e-04
Validation prc-auc = 0.051441
Epoch 6291
Loss = 4.3111e-02, PNorm = 393.5117, GNorm = 2.1273, lr_0 = 9.9570e-04
Validation prc-auc = 0.049449
Epoch 6292
Loss = 6.6696e-03, PNorm = 393.5401, GNorm = 0.1075, lr_0 = 9.9570e-04
Validation prc-auc = 0.047189
Epoch 6293
Loss = 2.8054e-02, PNorm = 393.5640, GNorm = 0.5870, lr_0 = 9.9570e-04
Validation prc-auc = 0.054217
Epoch 6294
Loss = 3.9242e-03, PNorm = 393.5848, GNorm = 0.0639, lr_0 = 9.9570e-04
Validation prc-auc = 0.060233
Epoch 6295
Loss = 8.3199e-03, PNorm = 393.5983, GNorm = 1.8953, lr_0 = 9.9570e-04
Validation prc-auc = 0.060415
Epoch 6296
Loss = 2.1797e-02, PNorm = 393.6176, GNorm = 3.0437, lr_0 = 9.9570e-04
Validation prc-auc = 0.055914
Epoch 6297
Loss = 2.5881e-02, PNorm = 393.6509, GNorm = 0.4365, lr_0 = 9.9570e-04
Validation prc-auc = 0.050723
Epoch 6298
Loss = 4.1236e-02, PNorm = 393.6846, GNorm = 1.1271, lr_0 = 9.9570e-04
Validation prc-auc = 0.047757
Epoch 6299
Loss = 2.0199e-02, PNorm = 393.7187, GNorm = 0.8830, lr_0 = 9.9570e-04
Loss = 4.3678e-02, PNorm = 393.7535, GNorm = 1.5002, lr_0 = 9.9570e-04
Validation prc-auc = 0.048413
Epoch 6300
Loss = 2.7527e-02, PNorm = 393.7814, GNorm = 1.6204, lr_0 = 9.9570e-04
Validation prc-auc = 0.060043
Epoch 6301
Loss = 1.8274e-02, PNorm = 393.8096, GNorm = 1.0326, lr_0 = 9.9570e-04
Validation prc-auc = 0.059765
Epoch 6302
Loss = 1.7628e-02, PNorm = 393.8324, GNorm = 0.5617, lr_0 = 9.9570e-04
Validation prc-auc = 0.058497
Epoch 6303
Loss = 4.1929e-02, PNorm = 393.8628, GNorm = 0.0584, lr_0 = 9.9570e-04
Validation prc-auc = 0.053282
Epoch 6304
Loss = 4.0281e-02, PNorm = 393.8981, GNorm = 0.4260, lr_0 = 9.9570e-04
Validation prc-auc = 0.043335
Epoch 6305
Loss = 2.6915e-02, PNorm = 393.9306, GNorm = 0.0173, lr_0 = 9.9569e-04
Validation prc-auc = 0.047663
Epoch 6306
Loss = 1.5714e-02, PNorm = 393.9812, GNorm = 0.2166, lr_0 = 9.9569e-04
Validation prc-auc = 0.049065
Epoch 6307
Loss = 2.1044e-02, PNorm = 394.0218, GNorm = 2.1121, lr_0 = 9.9569e-04
Validation prc-auc = 0.049801
Epoch 6308
Loss = 8.0243e-03, PNorm = 394.0568, GNorm = 0.2545, lr_0 = 9.9569e-04
Validation prc-auc = 0.051181
Epoch 6309
Loss = 4.6087e-03, PNorm = 394.0808, GNorm = 0.2814, lr_0 = 9.9569e-04
Loss = 4.4862e-02, PNorm = 394.0948, GNorm = 0.3491, lr_0 = 9.9569e-04
Validation prc-auc = 0.049748
Epoch 6310
Loss = 3.0181e-02, PNorm = 394.1194, GNorm = 1.4601, lr_0 = 9.9569e-04
Validation prc-auc = 0.051165
Epoch 6311
Loss = 2.7694e-02, PNorm = 394.1571, GNorm = 1.0796, lr_0 = 9.9569e-04
Validation prc-auc = 0.048842
Epoch 6312
Loss = 9.6610e-03, PNorm = 394.1804, GNorm = 0.8733, lr_0 = 9.9569e-04
Validation prc-auc = 0.049217
Epoch 6313
Loss = 3.1739e-02, PNorm = 394.1972, GNorm = 0.0407, lr_0 = 9.9569e-04
Validation prc-auc = 0.048255
Epoch 6314
Loss = 1.9358e-02, PNorm = 394.2198, GNorm = 0.7220, lr_0 = 9.9569e-04
Validation prc-auc = 0.042393
Epoch 6315
Loss = 2.4404e-02, PNorm = 394.2529, GNorm = 0.3530, lr_0 = 9.9569e-04
Validation prc-auc = 0.039961
Epoch 6316
Loss = 1.0922e-02, PNorm = 394.2838, GNorm = 0.5168, lr_0 = 9.9569e-04
Validation prc-auc = 0.040201
Epoch 6317
Loss = 7.4149e-03, PNorm = 394.3042, GNorm = 0.5937, lr_0 = 9.9569e-04
Validation prc-auc = 0.041391
Epoch 6318
Loss = 6.5487e-02, PNorm = 394.3226, GNorm = 0.8829, lr_0 = 9.9568e-04
Validation prc-auc = 0.045847
Epoch 6319
Loss = 5.5071e-03, PNorm = 394.3411, GNorm = 0.2232, lr_0 = 9.9568e-04
Loss = 6.0699e-03, PNorm = 394.3536, GNorm = 0.0560, lr_0 = 9.9568e-04
Validation prc-auc = 0.046151
Epoch 6320
Loss = 3.0344e-02, PNorm = 394.3606, GNorm = 0.0354, lr_0 = 9.9568e-04
Validation prc-auc = 0.046927
Epoch 6321
Loss = 1.9636e-02, PNorm = 394.3765, GNorm = 0.0536, lr_0 = 9.9568e-04
Validation prc-auc = 0.048722
Epoch 6322
Loss = 2.2427e-02, PNorm = 394.3955, GNorm = 0.1726, lr_0 = 9.9568e-04
Validation prc-auc = 0.049581
Epoch 6323
Loss = 2.6045e-02, PNorm = 394.4247, GNorm = 0.0709, lr_0 = 9.9568e-04
Validation prc-auc = 0.050025
Epoch 6324
Loss = 2.6109e-02, PNorm = 394.4502, GNorm = 0.2010, lr_0 = 9.9568e-04
Validation prc-auc = 0.053745
Epoch 6325
Loss = 8.0058e-03, PNorm = 394.4788, GNorm = 0.0809, lr_0 = 9.9568e-04
Validation prc-auc = 0.053747
Epoch 6326
Loss = 6.3782e-03, PNorm = 394.5105, GNorm = 0.1691, lr_0 = 9.9568e-04
Validation prc-auc = 0.062278
Epoch 6327
Loss = 1.5925e-02, PNorm = 394.5437, GNorm = 1.1896, lr_0 = 9.9568e-04
Validation prc-auc = 0.058876
Epoch 6328
Loss = 5.5928e-03, PNorm = 394.5639, GNorm = 0.0969, lr_0 = 9.9568e-04
Validation prc-auc = 0.054579
Epoch 6329
Loss = 1.1350e-02, PNorm = 394.5762, GNorm = 0.6682, lr_0 = 9.9568e-04
Loss = 1.8925e-02, PNorm = 394.5880, GNorm = 0.0928, lr_0 = 9.9568e-04
Validation prc-auc = 0.057529
Epoch 6330
Loss = 4.1607e-03, PNorm = 394.6012, GNorm = 0.0346, lr_0 = 9.9568e-04
Validation prc-auc = 0.052410
Epoch 6331
Loss = 2.1773e-02, PNorm = 394.6144, GNorm = 1.4808, lr_0 = 9.9567e-04
Validation prc-auc = 0.058836
Epoch 6332
Loss = 1.4581e-02, PNorm = 394.6351, GNorm = 0.1007, lr_0 = 9.9567e-04
Validation prc-auc = 0.064268
Epoch 6333
Loss = 1.5741e-02, PNorm = 394.6547, GNorm = 0.4065, lr_0 = 9.9567e-04
Validation prc-auc = 0.063288
Epoch 6334
Loss = 2.7784e-02, PNorm = 394.6663, GNorm = 1.0161, lr_0 = 9.9567e-04
Validation prc-auc = 0.056203
Epoch 6335
Loss = 2.9031e-02, PNorm = 394.6892, GNorm = 2.1423, lr_0 = 9.9567e-04
Validation prc-auc = 0.052039
Epoch 6336
Loss = 8.7566e-03, PNorm = 394.7349, GNorm = 0.3435, lr_0 = 9.9567e-04
Validation prc-auc = 0.048544
Epoch 6337
Loss = 1.3156e-01, PNorm = 394.7660, GNorm = 5.5734, lr_0 = 9.9567e-04
Validation prc-auc = 0.038858
Epoch 6338
Loss = 4.0826e-02, PNorm = 394.7953, GNorm = 1.4094, lr_0 = 9.9567e-04
Validation prc-auc = 0.047878
Epoch 6339
Loss = 7.9004e-02, PNorm = 394.8451, GNorm = 3.0091, lr_0 = 9.9567e-04
Loss = 3.5329e-03, PNorm = 394.8786, GNorm = 0.2444, lr_0 = 9.9567e-04
Validation prc-auc = 0.053772
Epoch 6340
Loss = 6.0327e-02, PNorm = 394.9059, GNorm = 2.2254, lr_0 = 9.9567e-04
Validation prc-auc = 0.039606
Epoch 6341
Loss = 7.1448e-03, PNorm = 394.9474, GNorm = 0.0090, lr_0 = 9.9567e-04
Validation prc-auc = 0.039109
Epoch 6342
Loss = 2.5605e-02, PNorm = 394.9772, GNorm = 0.1084, lr_0 = 9.9567e-04
Validation prc-auc = 0.038930
Epoch 6343
Loss = 3.6974e-02, PNorm = 395.0078, GNorm = 0.1524, lr_0 = 9.9567e-04
Validation prc-auc = 0.050589
Epoch 6344
Loss = 2.4664e-02, PNorm = 395.0424, GNorm = 0.0843, lr_0 = 9.9566e-04
Validation prc-auc = 0.051231
Epoch 6345
Loss = 1.4405e-02, PNorm = 395.0685, GNorm = 0.5733, lr_0 = 9.9566e-04
Validation prc-auc = 0.050006
Epoch 6346
Loss = 7.5086e-02, PNorm = 395.1106, GNorm = 1.8073, lr_0 = 9.9566e-04
Validation prc-auc = 0.040970
Epoch 6347
Loss = 3.4375e-02, PNorm = 395.1513, GNorm = 2.1069, lr_0 = 9.9566e-04
Validation prc-auc = 0.040211
Epoch 6348
Loss = 6.2990e-02, PNorm = 395.1898, GNorm = 1.1820, lr_0 = 9.9566e-04
Validation prc-auc = 0.038447
Epoch 6349
Loss = 2.3001e-01, PNorm = 395.2203, GNorm = 3.2114, lr_0 = 9.9566e-04
Loss = 1.5588e-02, PNorm = 395.2546, GNorm = 0.0556, lr_0 = 9.9566e-04
Validation prc-auc = 0.039300
Epoch 6350
Loss = 4.9179e-02, PNorm = 395.2881, GNorm = 0.1815, lr_0 = 9.9566e-04
Validation prc-auc = 0.047654
Epoch 6351
Loss = 1.0595e-02, PNorm = 395.3243, GNorm = 0.1003, lr_0 = 9.9566e-04
Validation prc-auc = 0.050647
Epoch 6352
Loss = 3.0559e-02, PNorm = 395.3455, GNorm = 4.6165, lr_0 = 9.9566e-04
Validation prc-auc = 0.050376
Epoch 6353
Loss = 4.7597e-02, PNorm = 395.3726, GNorm = 0.4686, lr_0 = 9.9566e-04
Validation prc-auc = 0.050195
Epoch 6354
Loss = 2.9664e-02, PNorm = 395.3978, GNorm = 4.6483, lr_0 = 9.9566e-04
Validation prc-auc = 0.050649
Epoch 6355
Loss = 1.4920e-02, PNorm = 395.4327, GNorm = 0.1703, lr_0 = 9.9566e-04
Validation prc-auc = 0.052904
Epoch 6356
Loss = 1.9603e-02, PNorm = 395.4710, GNorm = 0.7144, lr_0 = 9.9566e-04
Validation prc-auc = 0.051781
Epoch 6357
Loss = 6.1119e-02, PNorm = 395.5026, GNorm = 2.0931, lr_0 = 9.9566e-04
Validation prc-auc = 0.051433
Epoch 6358
Loss = 3.9857e-03, PNorm = 395.5332, GNorm = 0.1090, lr_0 = 9.9565e-04
Validation prc-auc = 0.046026
Epoch 6359
Loss = 1.6571e-02, PNorm = 395.5704, GNorm = 1.0312, lr_0 = 9.9565e-04
Loss = 3.7241e-02, PNorm = 395.6139, GNorm = 0.0624, lr_0 = 9.9565e-04
Validation prc-auc = 0.042772
Epoch 6360
Loss = 3.7594e-02, PNorm = 395.6465, GNorm = 1.4915, lr_0 = 9.9565e-04
Validation prc-auc = 0.040906
Epoch 6361
Loss = 7.2797e-02, PNorm = 395.6781, GNorm = 0.4238, lr_0 = 9.9565e-04
Validation prc-auc = 0.043899
Epoch 6362
Loss = 2.8707e-02, PNorm = 395.7116, GNorm = 0.4912, lr_0 = 9.9565e-04
Validation prc-auc = 0.046381
Epoch 6363
Loss = 2.5532e-02, PNorm = 395.7416, GNorm = 0.8705, lr_0 = 9.9565e-04
Validation prc-auc = 0.045701
Epoch 6364
Loss = 3.9074e-02, PNorm = 395.7695, GNorm = 4.2678, lr_0 = 9.9565e-04
Validation prc-auc = 0.047615
Epoch 6365
Loss = 7.8302e-03, PNorm = 395.8103, GNorm = 0.0399, lr_0 = 9.9565e-04
Validation prc-auc = 0.043800
Epoch 6366
Loss = 6.3541e-02, PNorm = 395.8329, GNorm = 0.8932, lr_0 = 9.9565e-04
Validation prc-auc = 0.039557
Epoch 6367
Loss = 1.7932e-03, PNorm = 395.8574, GNorm = 0.0757, lr_0 = 9.9565e-04
Validation prc-auc = 0.039851
Epoch 6368
Loss = 7.7108e-02, PNorm = 395.8834, GNorm = 3.8548, lr_0 = 9.9565e-04
Validation prc-auc = 0.043518
Epoch 6369
Loss = 7.1241e-03, PNorm = 395.9370, GNorm = 0.3738, lr_0 = 9.9565e-04
Loss = 1.5340e-02, PNorm = 395.9727, GNorm = 1.7477, lr_0 = 9.9565e-04
Validation prc-auc = 0.044818
Epoch 6370
Loss = 2.6815e-02, PNorm = 396.0091, GNorm = 0.4682, lr_0 = 9.9565e-04
Validation prc-auc = 0.043979
Epoch 6371
Loss = 3.6718e-02, PNorm = 396.0352, GNorm = 0.3117, lr_0 = 9.9564e-04
Validation prc-auc = 0.044034
Epoch 6372
Loss = 3.5467e-02, PNorm = 396.0563, GNorm = 1.6217, lr_0 = 9.9564e-04
Validation prc-auc = 0.042046
Epoch 6373
Loss = 4.6573e-02, PNorm = 396.0898, GNorm = 1.9714, lr_0 = 9.9564e-04
Validation prc-auc = 0.038709
Epoch 6374
Loss = 2.6391e-02, PNorm = 396.1237, GNorm = 0.9183, lr_0 = 9.9564e-04
Validation prc-auc = 0.031852
Epoch 6375
Loss = 6.1535e-02, PNorm = 396.1552, GNorm = 1.8208, lr_0 = 9.9564e-04
Validation prc-auc = 0.033517
Epoch 6376
Loss = 7.4316e-02, PNorm = 396.2006, GNorm = 1.0647, lr_0 = 9.9564e-04
Validation prc-auc = 0.034625
Epoch 6377
Loss = 5.6642e-02, PNorm = 396.2463, GNorm = 1.3413, lr_0 = 9.9564e-04
Validation prc-auc = 0.041320
Epoch 6378
Loss = 5.0964e-03, PNorm = 396.2786, GNorm = 0.4669, lr_0 = 9.9564e-04
Validation prc-auc = 0.037647
Epoch 6379
Loss = 9.9557e-03, PNorm = 396.2966, GNorm = 0.5699, lr_0 = 9.9564e-04
Loss = 4.4937e-02, PNorm = 396.3140, GNorm = 0.4874, lr_0 = 9.9564e-04
Validation prc-auc = 0.038987
Epoch 6380
Loss = 2.8586e-02, PNorm = 396.3327, GNorm = 2.2078, lr_0 = 9.9564e-04
Validation prc-auc = 0.045028
Epoch 6381
Loss = 4.2386e-02, PNorm = 396.3600, GNorm = 0.4129, lr_0 = 9.9564e-04
Validation prc-auc = 0.039256
Epoch 6382
Loss = 3.4495e-02, PNorm = 396.3972, GNorm = 2.5850, lr_0 = 9.9564e-04
Validation prc-auc = 0.040926
Epoch 6383
Loss = 1.1268e-02, PNorm = 396.4371, GNorm = 0.0429, lr_0 = 9.9564e-04
Validation prc-auc = 0.046385
Epoch 6384
Loss = 5.1166e-02, PNorm = 396.4663, GNorm = 0.5338, lr_0 = 9.9563e-04
Validation prc-auc = 0.047190
Epoch 6385
Loss = 1.3048e-02, PNorm = 396.4975, GNorm = 0.1182, lr_0 = 9.9563e-04
Validation prc-auc = 0.046620
Epoch 6386
Loss = 2.0287e-03, PNorm = 396.5263, GNorm = 0.0643, lr_0 = 9.9563e-04
Validation prc-auc = 0.045932
Epoch 6387
Loss = 5.1623e-03, PNorm = 396.5433, GNorm = 0.2986, lr_0 = 9.9563e-04
Validation prc-auc = 0.045846
Epoch 6388
Loss = 2.5718e-03, PNorm = 396.5585, GNorm = 0.2102, lr_0 = 9.9563e-04
Validation prc-auc = 0.047470
Epoch 6389
Loss = 4.5582e-03, PNorm = 396.5758, GNorm = 0.1940, lr_0 = 9.9563e-04
Loss = 3.4889e-02, PNorm = 396.6007, GNorm = 2.4486, lr_0 = 9.9563e-04
Validation prc-auc = 0.050138
Epoch 6390
Loss = 2.2340e-02, PNorm = 396.6310, GNorm = 1.2409, lr_0 = 9.9563e-04
Validation prc-auc = 0.053672
Epoch 6391
Loss = 3.3343e-02, PNorm = 396.6610, GNorm = 2.2790, lr_0 = 9.9563e-04
Validation prc-auc = 0.057126
Epoch 6392
Loss = 5.1059e-02, PNorm = 396.6895, GNorm = 0.8378, lr_0 = 9.9563e-04
Validation prc-auc = 0.047886
Epoch 6393
Loss = 5.5546e-02, PNorm = 396.7278, GNorm = 1.5545, lr_0 = 9.9563e-04
Validation prc-auc = 0.046199
Epoch 6394
Loss = 2.1852e-02, PNorm = 396.7674, GNorm = 1.7087, lr_0 = 9.9563e-04
Validation prc-auc = 0.044917
Epoch 6395
Loss = 6.2398e-02, PNorm = 396.8031, GNorm = 1.1372, lr_0 = 9.9563e-04
Validation prc-auc = 0.042567
Epoch 6396
Loss = 1.5441e-02, PNorm = 396.8338, GNorm = 1.7891, lr_0 = 9.9563e-04
Validation prc-auc = 0.041037
Epoch 6397
Loss = 9.7691e-03, PNorm = 396.8618, GNorm = 0.7195, lr_0 = 9.9563e-04
Validation prc-auc = 0.041543
Epoch 6398
Loss = 1.1182e-01, PNorm = 396.8968, GNorm = 2.1745, lr_0 = 9.9562e-04
Validation prc-auc = 0.040477
Epoch 6399
Loss = 8.2803e-03, PNorm = 396.9414, GNorm = 0.3452, lr_0 = 9.9562e-04
Loss = 6.3541e-02, PNorm = 396.9821, GNorm = 1.3711, lr_0 = 9.9562e-04
Validation prc-auc = 0.031255
Epoch 6400
Loss = 4.5146e-02, PNorm = 397.0148, GNorm = 1.2191, lr_0 = 9.9562e-04
Validation prc-auc = 0.031953
Epoch 6401
Loss = 5.9692e-02, PNorm = 397.0620, GNorm = 0.0107, lr_0 = 9.9562e-04
Validation prc-auc = 0.041329
Epoch 6402
Loss = 6.3588e-03, PNorm = 397.1035, GNorm = 0.0810, lr_0 = 9.9562e-04
Validation prc-auc = 0.047986
Epoch 6403
Loss = 4.5070e-02, PNorm = 397.1256, GNorm = 0.1715, lr_0 = 9.9562e-04
Validation prc-auc = 0.049283
Epoch 6404
Loss = 3.9768e-02, PNorm = 397.1446, GNorm = 0.1721, lr_0 = 9.9562e-04
Validation prc-auc = 0.048507
Epoch 6405
Loss = 8.5335e-02, PNorm = 397.1674, GNorm = 1.3579, lr_0 = 9.9562e-04
Validation prc-auc = 0.048614
Epoch 6406
Loss = 1.0638e-02, PNorm = 397.2064, GNorm = 0.1184, lr_0 = 9.9562e-04
Validation prc-auc = 0.060339
Epoch 6407
Loss = 1.6630e-02, PNorm = 397.2374, GNorm = 0.6702, lr_0 = 9.9562e-04
Validation prc-auc = 0.045388
Epoch 6408
Loss = 2.9440e-03, PNorm = 397.2586, GNorm = 0.1655, lr_0 = 9.9562e-04
Validation prc-auc = 0.046965
Epoch 6409
Loss = 2.9171e-02, PNorm = 397.2872, GNorm = 1.0147, lr_0 = 9.9562e-04
Loss = 2.6246e-02, PNorm = 397.3134, GNorm = 1.6187, lr_0 = 9.9562e-04
Validation prc-auc = 0.053582
Epoch 6410
Loss = 1.9598e-02, PNorm = 397.3416, GNorm = 0.0674, lr_0 = 9.9561e-04
Validation prc-auc = 0.060853
Epoch 6411
Loss = 3.7913e-02, PNorm = 397.3667, GNorm = 0.5335, lr_0 = 9.9561e-04
Validation prc-auc = 0.051231
Epoch 6412
Loss = 3.0842e-02, PNorm = 397.3966, GNorm = 0.2084, lr_0 = 9.9561e-04
Validation prc-auc = 0.046022
Epoch 6413
Loss = 3.5692e-02, PNorm = 397.4305, GNorm = 2.2163, lr_0 = 9.9561e-04
Validation prc-auc = 0.050370
Epoch 6414
Loss = 3.6504e-02, PNorm = 397.4698, GNorm = 5.6482, lr_0 = 9.9561e-04
Validation prc-auc = 0.046128
Epoch 6415
Loss = 6.8837e-02, PNorm = 397.5024, GNorm = 2.6647, lr_0 = 9.9561e-04
Validation prc-auc = 0.043214
Epoch 6416
Loss = 2.3845e-02, PNorm = 397.5373, GNorm = 0.4609, lr_0 = 9.9561e-04
Validation prc-auc = 0.044425
Epoch 6417
Loss = 1.6988e-01, PNorm = 397.5734, GNorm = 0.0550, lr_0 = 9.9561e-04
Validation prc-auc = 0.052061
Epoch 6418
Loss = 6.9735e-03, PNorm = 397.6064, GNorm = 0.2703, lr_0 = 9.9561e-04
Validation prc-auc = 0.045025
Epoch 6419
Loss = 7.7945e-03, PNorm = 397.6304, GNorm = 0.5347, lr_0 = 9.9561e-04
Loss = 3.4029e-02, PNorm = 397.6572, GNorm = 0.2213, lr_0 = 9.9561e-04
Validation prc-auc = 0.033269
Epoch 6420
Loss = 5.6664e-02, PNorm = 397.6932, GNorm = 0.0860, lr_0 = 9.9561e-04
Validation prc-auc = 0.034814
Epoch 6421
Loss = 3.8003e-02, PNorm = 397.7249, GNorm = 1.6959, lr_0 = 9.9561e-04
Validation prc-auc = 0.035010
Epoch 6422
Loss = 4.3782e-02, PNorm = 397.7712, GNorm = 0.2846, lr_0 = 9.9561e-04
Validation prc-auc = 0.050268
Epoch 6423
Loss = 1.9754e-02, PNorm = 397.8066, GNorm = 0.2274, lr_0 = 9.9561e-04
Validation prc-auc = 0.049443
Epoch 6424
Loss = 8.4088e-02, PNorm = 397.8288, GNorm = 1.2008, lr_0 = 9.9560e-04
Validation prc-auc = 0.041042
Epoch 6425
Loss = 1.3786e-02, PNorm = 397.8678, GNorm = 0.1806, lr_0 = 9.9560e-04
Validation prc-auc = 0.048149
Epoch 6426
Loss = 9.2180e-03, PNorm = 397.8984, GNorm = 0.1161, lr_0 = 9.9560e-04
Validation prc-auc = 0.049164
Epoch 6427
Loss = 1.9002e-02, PNorm = 397.9107, GNorm = 0.4666, lr_0 = 9.9560e-04
Validation prc-auc = 0.050068
Epoch 6428
Loss = 3.4724e-02, PNorm = 397.9263, GNorm = 1.7780, lr_0 = 9.9560e-04
Validation prc-auc = 0.051521
Epoch 6429
Loss = 2.6772e-02, PNorm = 397.9461, GNorm = 1.1820, lr_0 = 9.9560e-04
Loss = 3.5122e-02, PNorm = 397.9813, GNorm = 0.0431, lr_0 = 9.9560e-04
Validation prc-auc = 0.051316
Epoch 6430
Loss = 7.0437e-02, PNorm = 398.0225, GNorm = 0.2505, lr_0 = 9.9560e-04
Validation prc-auc = 0.052747
Epoch 6431
Loss = 6.1043e-02, PNorm = 398.0651, GNorm = 2.3916, lr_0 = 9.9560e-04
Validation prc-auc = 0.052839
Epoch 6432
Loss = 4.5217e-02, PNorm = 398.1085, GNorm = 1.0549, lr_0 = 9.9560e-04
Validation prc-auc = 0.051745
Epoch 6433
Loss = 3.5995e-02, PNorm = 398.1426, GNorm = 1.6121, lr_0 = 9.9560e-04
Validation prc-auc = 0.035841
Epoch 6434
Loss = 3.1549e-02, PNorm = 398.1687, GNorm = 2.3578, lr_0 = 9.9560e-04
Validation prc-auc = 0.037162
Epoch 6435
Loss = 5.7443e-02, PNorm = 398.2022, GNorm = 0.4462, lr_0 = 9.9560e-04
Validation prc-auc = 0.044447
Epoch 6436
Loss = 7.1411e-03, PNorm = 398.2349, GNorm = 0.2281, lr_0 = 9.9560e-04
Validation prc-auc = 0.043852
Epoch 6437
Loss = 3.3742e-02, PNorm = 398.2642, GNorm = 1.1982, lr_0 = 9.9559e-04
Validation prc-auc = 0.039669
Epoch 6438
Loss = 1.4196e-02, PNorm = 398.2874, GNorm = 0.0465, lr_0 = 9.9559e-04
Validation prc-auc = 0.039688
Epoch 6439
Loss = 9.4154e-03, PNorm = 398.3131, GNorm = 0.4261, lr_0 = 9.9559e-04
Loss = 2.9930e-02, PNorm = 398.3527, GNorm = 0.5865, lr_0 = 9.9559e-04
Validation prc-auc = 0.038851
Epoch 6440
Loss = 2.0784e-02, PNorm = 398.3907, GNorm = 0.0829, lr_0 = 9.9559e-04
Validation prc-auc = 0.038136
Epoch 6441
Loss = 6.7351e-02, PNorm = 398.4244, GNorm = 2.6412, lr_0 = 9.9559e-04
Validation prc-auc = 0.040099
Epoch 6442
Loss = 5.0434e-02, PNorm = 398.4647, GNorm = 2.2341, lr_0 = 9.9559e-04
Validation prc-auc = 0.047781
Epoch 6443
Loss = 2.0933e-02, PNorm = 398.5051, GNorm = 0.0956, lr_0 = 9.9559e-04
Validation prc-auc = 0.051068
Epoch 6444
Loss = 2.9018e-02, PNorm = 398.5315, GNorm = 0.7543, lr_0 = 9.9559e-04
Validation prc-auc = 0.055133
Epoch 6445
Loss = 1.8694e-02, PNorm = 398.5509, GNorm = 1.9313, lr_0 = 9.9559e-04
Validation prc-auc = 0.051312
Epoch 6446
Loss = 4.1031e-03, PNorm = 398.5679, GNorm = 0.1243, lr_0 = 9.9559e-04
Validation prc-auc = 0.049947
Epoch 6447
Loss = 1.5375e-02, PNorm = 398.5828, GNorm = 0.0611, lr_0 = 9.9559e-04
Validation prc-auc = 0.053779
Epoch 6448
Loss = 2.9515e-02, PNorm = 398.6004, GNorm = 1.4779, lr_0 = 9.9559e-04
Validation prc-auc = 0.053491
Epoch 6449
Loss = 3.6525e-03, PNorm = 398.6151, GNorm = 0.1330, lr_0 = 9.9559e-04
Loss = 5.9333e-02, PNorm = 398.6336, GNorm = 1.4003, lr_0 = 9.9559e-04
Validation prc-auc = 0.041995
Epoch 6450
Loss = 2.3158e-02, PNorm = 398.6626, GNorm = 0.6490, lr_0 = 9.9558e-04
Validation prc-auc = 0.046174
Epoch 6451
Loss = 1.1716e-02, PNorm = 398.6854, GNorm = 0.0433, lr_0 = 9.9558e-04
Validation prc-auc = 0.047444
Epoch 6452
Loss = 3.3129e-02, PNorm = 398.7013, GNorm = 0.2892, lr_0 = 9.9558e-04
Validation prc-auc = 0.043266
Epoch 6453
Loss = 1.7674e-02, PNorm = 398.7219, GNorm = 2.5825, lr_0 = 9.9558e-04
Validation prc-auc = 0.049954
Epoch 6454
Loss = 8.9815e-03, PNorm = 398.7544, GNorm = 0.1445, lr_0 = 9.9558e-04
Validation prc-auc = 0.056632
Epoch 6455
Loss = 5.1001e-03, PNorm = 398.7757, GNorm = 0.0260, lr_0 = 9.9558e-04
Validation prc-auc = 0.056948
Epoch 6456
Loss = 2.7052e-02, PNorm = 398.7887, GNorm = 0.1059, lr_0 = 9.9558e-04
Validation prc-auc = 0.054483
Epoch 6457
Loss = 4.8671e-03, PNorm = 398.8191, GNorm = 0.0097, lr_0 = 9.9558e-04
Validation prc-auc = 0.060923
Epoch 6458
Loss = 3.5583e-02, PNorm = 398.8445, GNorm = 0.1394, lr_0 = 9.9558e-04
Validation prc-auc = 0.056906
Epoch 6459
Loss = 4.2201e-02, PNorm = 398.8767, GNorm = 1.5080, lr_0 = 9.9558e-04
Loss = 1.5052e-02, PNorm = 398.9196, GNorm = 0.0874, lr_0 = 9.9558e-04
Validation prc-auc = 0.055983
Epoch 6460
Loss = 3.6302e-02, PNorm = 398.9513, GNorm = 0.2214, lr_0 = 9.9558e-04
Validation prc-auc = 0.049668
Epoch 6461
Loss = 2.9083e-02, PNorm = 398.9748, GNorm = 0.2786, lr_0 = 9.9558e-04
Validation prc-auc = 0.047212
Epoch 6462
Loss = 6.4476e-02, PNorm = 398.9978, GNorm = 0.3121, lr_0 = 9.9558e-04
Validation prc-auc = 0.040572
Epoch 6463
Loss = 1.7251e-02, PNorm = 399.0295, GNorm = 0.3642, lr_0 = 9.9558e-04
Validation prc-auc = 0.054976
Epoch 6464
Loss = 3.8405e-02, PNorm = 399.0571, GNorm = 1.3530, lr_0 = 9.9557e-04
Validation prc-auc = 0.049567
Epoch 6465
Loss = 5.3430e-02, PNorm = 399.0830, GNorm = 0.9842, lr_0 = 9.9557e-04
Validation prc-auc = 0.052908
Epoch 6466
Loss = 4.9177e-02, PNorm = 399.1044, GNorm = 2.6193, lr_0 = 9.9557e-04
Validation prc-auc = 0.043938
Epoch 6467
Loss = 3.2934e-02, PNorm = 399.1334, GNorm = 1.5940, lr_0 = 9.9557e-04
Validation prc-auc = 0.045288
Epoch 6468
Loss = 6.3714e-02, PNorm = 399.1773, GNorm = 2.8328, lr_0 = 9.9557e-04
Validation prc-auc = 0.058389
Epoch 6469
Loss = 3.8366e-02, PNorm = 399.2206, GNorm = 1.4365, lr_0 = 9.9557e-04
Loss = 3.1176e-02, PNorm = 399.2427, GNorm = 0.1390, lr_0 = 9.9557e-04
Validation prc-auc = 0.056373
Epoch 6470
Loss = 7.2254e-03, PNorm = 399.2622, GNorm = 1.1971, lr_0 = 9.9557e-04
Validation prc-auc = 0.055065
Epoch 6471
Loss = 5.2938e-02, PNorm = 399.2768, GNorm = 2.2192, lr_0 = 9.9557e-04
Validation prc-auc = 0.055697
Epoch 6472
Loss = 2.8805e-02, PNorm = 399.2938, GNorm = 0.4420, lr_0 = 9.9557e-04
Validation prc-auc = 0.056722
Epoch 6473
Loss = 5.3522e-02, PNorm = 399.3218, GNorm = 2.4170, lr_0 = 9.9557e-04
Validation prc-auc = 0.056437
Epoch 6474
Loss = 1.3076e-02, PNorm = 399.3485, GNorm = 1.8131, lr_0 = 9.9557e-04
Validation prc-auc = 0.055505
Epoch 6475
Loss = 1.1032e-02, PNorm = 399.3728, GNorm = 0.3477, lr_0 = 9.9557e-04
Validation prc-auc = 0.053571
Epoch 6476
Loss = 6.2487e-03, PNorm = 399.3940, GNorm = 0.0811, lr_0 = 9.9557e-04
Validation prc-auc = 0.053794
Epoch 6477
Loss = 5.8827e-02, PNorm = 399.4138, GNorm = 0.8978, lr_0 = 9.9556e-04
Validation prc-auc = 0.057106
Epoch 6478
Loss = 7.6247e-03, PNorm = 399.4209, GNorm = 0.0988, lr_0 = 9.9556e-04
Validation prc-auc = 0.059617
Epoch 6479
Loss = 1.1345e-01, PNorm = 399.4366, GNorm = 2.5565, lr_0 = 9.9556e-04
Loss = 1.7062e-02, PNorm = 399.4714, GNorm = 0.3590, lr_0 = 9.9556e-04
Validation prc-auc = 0.058198
Epoch 6480
Loss = 2.7549e-02, PNorm = 399.5015, GNorm = 0.0586, lr_0 = 9.9556e-04
Validation prc-auc = 0.057069
Epoch 6481
Loss = 4.9543e-02, PNorm = 399.5207, GNorm = 2.0625, lr_0 = 9.9556e-04
Validation prc-auc = 0.054831
Epoch 6482
Loss = 2.3821e-02, PNorm = 399.5467, GNorm = 0.1504, lr_0 = 9.9556e-04
Validation prc-auc = 0.059500
Epoch 6483
Loss = 5.1640e-02, PNorm = 399.5663, GNorm = 0.0612, lr_0 = 9.9556e-04
Validation prc-auc = 0.051554
Epoch 6484
Loss = 1.9664e-02, PNorm = 399.5830, GNorm = 2.1862, lr_0 = 9.9556e-04
Validation prc-auc = 0.055626
Epoch 6485
Loss = 1.3589e-02, PNorm = 399.6060, GNorm = 0.0966, lr_0 = 9.9556e-04
Validation prc-auc = 0.054765
Epoch 6486
Loss = 9.7643e-03, PNorm = 399.6365, GNorm = 0.0732, lr_0 = 9.9556e-04
Validation prc-auc = 0.051841
Epoch 6487
Loss = 4.5105e-02, PNorm = 399.6622, GNorm = 0.1016, lr_0 = 9.9556e-04
Validation prc-auc = 0.049092
Epoch 6488
Loss = 9.3104e-03, PNorm = 399.6785, GNorm = 0.6791, lr_0 = 9.9556e-04
Validation prc-auc = 0.046639
Epoch 6489
Loss = 9.3936e-03, PNorm = 399.7007, GNorm = 0.7497, lr_0 = 9.9556e-04
Loss = 1.4153e-02, PNorm = 399.7210, GNorm = 1.6096, lr_0 = 9.9556e-04
Validation prc-auc = 0.045350
Epoch 6490
Loss = 2.8186e-02, PNorm = 399.7394, GNorm = 0.4081, lr_0 = 9.9555e-04
Validation prc-auc = 0.046443
Epoch 6491
Loss = 1.7304e-02, PNorm = 399.7778, GNorm = 0.0535, lr_0 = 9.9555e-04
Validation prc-auc = 0.043521
Epoch 6492
Loss = 2.2410e-02, PNorm = 399.8110, GNorm = 0.4859, lr_0 = 9.9555e-04
Validation prc-auc = 0.045174
Epoch 6493
Loss = 3.5757e-02, PNorm = 399.8456, GNorm = 0.3094, lr_0 = 9.9555e-04
Validation prc-auc = 0.047437
Epoch 6494
Loss = 4.8687e-02, PNorm = 399.8713, GNorm = 0.9901, lr_0 = 9.9555e-04
Validation prc-auc = 0.047078
Epoch 6495
Loss = 2.7976e-02, PNorm = 399.8923, GNorm = 0.0817, lr_0 = 9.9555e-04
Validation prc-auc = 0.049283
Epoch 6496
Loss = 5.1585e-03, PNorm = 399.9261, GNorm = 0.3391, lr_0 = 9.9555e-04
Validation prc-auc = 0.050529
Epoch 6497
Loss = 7.1485e-04, PNorm = 399.9494, GNorm = 0.0292, lr_0 = 9.9555e-04
Validation prc-auc = 0.051907
Epoch 6498
Loss = 1.7233e-02, PNorm = 399.9613, GNorm = 0.0320, lr_0 = 9.9555e-04
Validation prc-auc = 0.049481
Epoch 6499
Loss = 5.2376e-03, PNorm = 399.9798, GNorm = 0.2697, lr_0 = 9.9555e-04
Loss = 5.4049e-02, PNorm = 400.0272, GNorm = 0.7860, lr_0 = 9.9555e-04
Validation prc-auc = 0.058086
Epoch 6500
Loss = 2.8702e-02, PNorm = 400.0801, GNorm = 0.9634, lr_0 = 9.9555e-04
Validation prc-auc = 0.068130
Epoch 6501
Loss = 1.9492e-02, PNorm = 400.1225, GNorm = 0.4298, lr_0 = 9.9555e-04
Validation prc-auc = 0.060351
Epoch 6502
Loss = 3.1160e-02, PNorm = 400.1604, GNorm = 1.6585, lr_0 = 9.9555e-04
Validation prc-auc = 0.062002
Epoch 6503
Loss = 4.6195e-02, PNorm = 400.2026, GNorm = 0.2359, lr_0 = 9.9554e-04
Validation prc-auc = 0.065645
Epoch 6504
Loss = 1.1749e-02, PNorm = 400.2353, GNorm = 0.2957, lr_0 = 9.9554e-04
Validation prc-auc = 0.066030
Epoch 6505
Loss = 2.7586e-02, PNorm = 400.2686, GNorm = 0.0471, lr_0 = 9.9554e-04
Validation prc-auc = 0.067837
Epoch 6506
Loss = 1.6535e-01, PNorm = 400.2936, GNorm = 0.1813, lr_0 = 9.9554e-04
Validation prc-auc = 0.047358
Epoch 6507
Loss = 2.9936e-02, PNorm = 400.3384, GNorm = 2.4548, lr_0 = 9.9554e-04
Validation prc-auc = 0.065781
Epoch 6508
Loss = 6.1953e-02, PNorm = 400.3937, GNorm = 0.1816, lr_0 = 9.9554e-04
Validation prc-auc = 0.066814
Epoch 6509
Loss = 2.6427e-03, PNorm = 400.4205, GNorm = 0.1146, lr_0 = 9.9554e-04
Loss = 2.4295e-02, PNorm = 400.4430, GNorm = 1.1863, lr_0 = 9.9554e-04
Validation prc-auc = 0.062224
Epoch 6510
Loss = 3.0239e-02, PNorm = 400.4668, GNorm = 0.3694, lr_0 = 9.9554e-04
Validation prc-auc = 0.041874
Epoch 6511
Loss = 1.8896e-02, PNorm = 400.4966, GNorm = 1.7577, lr_0 = 9.9554e-04
Validation prc-auc = 0.040935
Epoch 6512
Loss = 1.7894e-02, PNorm = 400.5233, GNorm = 1.5919, lr_0 = 9.9554e-04
Validation prc-auc = 0.063115
Epoch 6513
Loss = 3.1763e-02, PNorm = 400.5357, GNorm = 1.1894, lr_0 = 9.9554e-04
Validation prc-auc = 0.063897
Epoch 6514
Loss = 2.1532e-02, PNorm = 400.5588, GNorm = 0.9857, lr_0 = 9.9554e-04
Validation prc-auc = 0.063428
Epoch 6515
Loss = 1.4288e-02, PNorm = 400.5852, GNorm = 0.2536, lr_0 = 9.9554e-04
Validation prc-auc = 0.066958
Epoch 6516
Loss = 4.0647e-02, PNorm = 400.6156, GNorm = 0.3748, lr_0 = 9.9554e-04
Validation prc-auc = 0.067089
Epoch 6517
Loss = 5.0950e-03, PNorm = 400.6420, GNorm = 0.3387, lr_0 = 9.9553e-04
Validation prc-auc = 0.065920
Epoch 6518
Loss = 4.3298e-03, PNorm = 400.6617, GNorm = 0.3719, lr_0 = 9.9553e-04
Validation prc-auc = 0.064298
Epoch 6519
Loss = 1.7295e-02, PNorm = 400.6791, GNorm = 1.6523, lr_0 = 9.9553e-04
Loss = 6.1543e-03, PNorm = 400.6936, GNorm = 0.0353, lr_0 = 9.9553e-04
Validation prc-auc = 0.069345
Epoch 6520
Loss = 5.6247e-02, PNorm = 400.7036, GNorm = 2.5725, lr_0 = 9.9553e-04
Validation prc-auc = 0.054380
Epoch 6521
Loss = 2.0749e-02, PNorm = 400.7247, GNorm = 0.5527, lr_0 = 9.9553e-04
Validation prc-auc = 0.055074
Epoch 6522
Loss = 2.5304e-02, PNorm = 400.7563, GNorm = 0.3138, lr_0 = 9.9553e-04
Validation prc-auc = 0.051616
Epoch 6523
Loss = 5.4765e-02, PNorm = 400.7782, GNorm = 2.4179, lr_0 = 9.9553e-04
Validation prc-auc = 0.052906
Epoch 6524
Loss = 2.5227e-02, PNorm = 400.8126, GNorm = 0.1355, lr_0 = 9.9553e-04
Validation prc-auc = 0.052426
Epoch 6525
Loss = 1.5796e-02, PNorm = 400.8547, GNorm = 0.1006, lr_0 = 9.9553e-04
Validation prc-auc = 0.054247
Epoch 6526
Loss = 2.2262e-02, PNorm = 400.8881, GNorm = 1.4235, lr_0 = 9.9553e-04
Validation prc-auc = 0.057400
Epoch 6527
Loss = 1.0631e-02, PNorm = 400.9114, GNorm = 0.0413, lr_0 = 9.9553e-04
Validation prc-auc = 0.059892
Epoch 6528
Loss = 5.1770e-03, PNorm = 400.9326, GNorm = 0.1810, lr_0 = 9.9553e-04
Validation prc-auc = 0.057012
Epoch 6529
Loss = 7.4150e-03, PNorm = 400.9563, GNorm = 0.3425, lr_0 = 9.9553e-04
Loss = 1.8024e-02, PNorm = 400.9853, GNorm = 3.0663, lr_0 = 9.9553e-04
Validation prc-auc = 0.062630
Epoch 6530
Loss = 1.9179e-02, PNorm = 401.0065, GNorm = 2.8529, lr_0 = 9.9552e-04
Validation prc-auc = 0.066352
Epoch 6531
Loss = 2.5443e-02, PNorm = 401.0309, GNorm = 1.1707, lr_0 = 9.9552e-04
Validation prc-auc = 0.059586
Epoch 6532
Loss = 4.4677e-02, PNorm = 401.0533, GNorm = 1.2993, lr_0 = 9.9552e-04
Validation prc-auc = 0.036492
Epoch 6533
Loss = 7.3593e-03, PNorm = 401.0834, GNorm = 0.2768, lr_0 = 9.9552e-04
Validation prc-auc = 0.034698
Epoch 6534
Loss = 1.2245e-02, PNorm = 401.1104, GNorm = 1.2532, lr_0 = 9.9552e-04
Validation prc-auc = 0.050693
Epoch 6535
Loss = 2.8955e-02, PNorm = 401.1249, GNorm = 0.8937, lr_0 = 9.9552e-04
Validation prc-auc = 0.039253
Epoch 6536
Loss = 1.3819e-02, PNorm = 401.1434, GNorm = 0.6349, lr_0 = 9.9552e-04
Validation prc-auc = 0.047416
Epoch 6537
Loss = 2.1947e-02, PNorm = 401.1615, GNorm = 0.1763, lr_0 = 9.9552e-04
Validation prc-auc = 0.055175
Epoch 6538
Loss = 7.6764e-03, PNorm = 401.1852, GNorm = 0.0526, lr_0 = 9.9552e-04
Validation prc-auc = 0.056260
Epoch 6539
Loss = 9.8511e-03, PNorm = 401.1997, GNorm = 0.4569, lr_0 = 9.9552e-04
Loss = 1.2430e-02, PNorm = 401.2147, GNorm = 0.7707, lr_0 = 9.9552e-04
Validation prc-auc = 0.060948
Epoch 6540
Loss = 1.4711e-02, PNorm = 401.2317, GNorm = 0.6336, lr_0 = 9.9552e-04
Validation prc-auc = 0.065699
Epoch 6541
Loss = 1.9122e-02, PNorm = 401.2396, GNorm = 1.0225, lr_0 = 9.9552e-04
Validation prc-auc = 0.056124
Epoch 6542
Loss = 1.6506e-02, PNorm = 401.2552, GNorm = 0.3342, lr_0 = 9.9552e-04
Validation prc-auc = 0.045247
Epoch 6543
Loss = 6.4104e-03, PNorm = 401.2786, GNorm = 0.7252, lr_0 = 9.9551e-04
Validation prc-auc = 0.045297
Epoch 6544
Loss = 1.2425e-02, PNorm = 401.3011, GNorm = 0.0215, lr_0 = 9.9551e-04
Validation prc-auc = 0.052611
Epoch 6545
Loss = 1.6252e-02, PNorm = 401.3195, GNorm = 0.0206, lr_0 = 9.9551e-04
Validation prc-auc = 0.053681
Epoch 6546
Loss = 1.0242e-02, PNorm = 401.3375, GNorm = 0.1003, lr_0 = 9.9551e-04
Validation prc-auc = 0.059451
Epoch 6547
Loss = 3.3172e-03, PNorm = 401.3549, GNorm = 0.2249, lr_0 = 9.9551e-04
Validation prc-auc = 0.057310
Epoch 6548
Loss = 1.3569e-02, PNorm = 401.3653, GNorm = 1.0911, lr_0 = 9.9551e-04
Validation prc-auc = 0.051785
Epoch 6549
Loss = 1.7727e-02, PNorm = 401.3801, GNorm = 1.0502, lr_0 = 9.9551e-04
Loss = 4.5387e-02, PNorm = 401.4137, GNorm = 1.6361, lr_0 = 9.9551e-04
Validation prc-auc = 0.053357
Epoch 6550
Loss = 2.8470e-02, PNorm = 401.4604, GNorm = 0.4415, lr_0 = 9.9551e-04
Validation prc-auc = 0.059229
Epoch 6551
Loss = 3.2995e-02, PNorm = 401.4996, GNorm = 0.2575, lr_0 = 9.9551e-04
Validation prc-auc = 0.062232
Epoch 6552
Loss = 1.2293e-02, PNorm = 401.5348, GNorm = 0.3721, lr_0 = 9.9551e-04
Validation prc-auc = 0.060027
Epoch 6553
Loss = 1.8659e-02, PNorm = 401.5527, GNorm = 0.7755, lr_0 = 9.9551e-04
Validation prc-auc = 0.053943
Epoch 6554
Loss = 1.0508e-02, PNorm = 401.5677, GNorm = 0.1592, lr_0 = 9.9551e-04
Validation prc-auc = 0.053446
Epoch 6555
Loss = 2.6876e-02, PNorm = 401.5819, GNorm = 0.2949, lr_0 = 9.9551e-04
Validation prc-auc = 0.063921
Epoch 6556
Loss = 1.6867e-02, PNorm = 401.5958, GNorm = 0.0626, lr_0 = 9.9551e-04
Validation prc-auc = 0.068137
Epoch 6557
Loss = 4.9972e-03, PNorm = 401.6147, GNorm = 0.0202, lr_0 = 9.9550e-04
Validation prc-auc = 0.056111
Epoch 6558
Loss = 5.6126e-03, PNorm = 401.6345, GNorm = 0.0694, lr_0 = 9.9550e-04
Validation prc-auc = 0.061316
Epoch 6559
Loss = 1.9492e-03, PNorm = 401.6565, GNorm = 0.1523, lr_0 = 9.9550e-04
Loss = 9.6769e-03, PNorm = 401.6852, GNorm = 0.2557, lr_0 = 9.9550e-04
Validation prc-auc = 0.059782
Epoch 6560
Loss = 2.8339e-02, PNorm = 401.7026, GNorm = 0.3312, lr_0 = 9.9550e-04
Validation prc-auc = 0.062399
Epoch 6561
Loss = 5.4394e-02, PNorm = 401.7300, GNorm = 0.2668, lr_0 = 9.9550e-04
Validation prc-auc = 0.063023
Epoch 6562
Loss = 3.7643e-02, PNorm = 401.7656, GNorm = 3.8834, lr_0 = 9.9550e-04
Validation prc-auc = 0.066446
Epoch 6563
Loss = 1.6181e-02, PNorm = 401.8095, GNorm = 0.0309, lr_0 = 9.9550e-04
Validation prc-auc = 0.073118
Epoch 6564
Loss = 1.0163e-01, PNorm = 401.8334, GNorm = 2.0152, lr_0 = 9.9550e-04
Validation prc-auc = 0.064842
Epoch 6565
Loss = 2.7466e-02, PNorm = 401.8691, GNorm = 0.0637, lr_0 = 9.9550e-04
Validation prc-auc = 0.059565
Epoch 6566
Loss = 3.9004e-02, PNorm = 401.9044, GNorm = 2.5523, lr_0 = 9.9550e-04
Validation prc-auc = 0.057504
Epoch 6567
Loss = 2.1068e-02, PNorm = 401.9428, GNorm = 2.2347, lr_0 = 9.9550e-04
Validation prc-auc = 0.055693
Epoch 6568
Loss = 4.8497e-03, PNorm = 401.9783, GNorm = 0.3529, lr_0 = 9.9550e-04
Validation prc-auc = 0.053943
Epoch 6569
Loss = 1.6211e-02, PNorm = 402.0062, GNorm = 0.7470, lr_0 = 9.9550e-04
Loss = 2.3285e-02, PNorm = 402.0388, GNorm = 1.6095, lr_0 = 9.9549e-04
Validation prc-auc = 0.051878
Epoch 6570
Loss = 4.5670e-02, PNorm = 402.0797, GNorm = 1.0241, lr_0 = 9.9549e-04
Validation prc-auc = 0.061191
Epoch 6571
Loss = 3.8733e-02, PNorm = 402.1072, GNorm = 0.8517, lr_0 = 9.9549e-04
Validation prc-auc = 0.063986
Epoch 6572
Loss = 2.4088e-02, PNorm = 402.1421, GNorm = 1.5970, lr_0 = 9.9549e-04
Validation prc-auc = 0.059972
Epoch 6573
Loss = 1.0501e-01, PNorm = 402.1804, GNorm = 0.3687, lr_0 = 9.9549e-04
Validation prc-auc = 0.047542
Epoch 6574
Loss = 5.2196e-02, PNorm = 402.2296, GNorm = 1.8502, lr_0 = 9.9549e-04
Validation prc-auc = 0.046797
Epoch 6575
Loss = 1.7524e-02, PNorm = 402.2808, GNorm = 0.4995, lr_0 = 9.9549e-04
Validation prc-auc = 0.043449
Epoch 6576
Loss = 3.2446e-03, PNorm = 402.3191, GNorm = 0.0404, lr_0 = 9.9549e-04
Validation prc-auc = 0.051131
Epoch 6577
Loss = 3.5955e-02, PNorm = 402.3519, GNorm = 2.2485, lr_0 = 9.9549e-04
Validation prc-auc = 0.054634
Epoch 6578
Loss = 2.2585e-03, PNorm = 402.3847, GNorm = 0.0020, lr_0 = 9.9549e-04
Validation prc-auc = 0.053925
Epoch 6579
Loss = 1.9238e-02, PNorm = 402.4104, GNorm = 1.5159, lr_0 = 9.9549e-04
Loss = 3.6151e-02, PNorm = 402.4371, GNorm = 0.7133, lr_0 = 9.9549e-04
Validation prc-auc = 0.042827
Epoch 6580
Loss = 3.0986e-02, PNorm = 402.4631, GNorm = 0.0652, lr_0 = 9.9549e-04
Validation prc-auc = 0.042126
Epoch 6581
Loss = 1.3455e-02, PNorm = 402.4880, GNorm = 1.0193, lr_0 = 9.9549e-04
Validation prc-auc = 0.044552
Epoch 6582
Loss = 2.8586e-02, PNorm = 402.5098, GNorm = 0.7971, lr_0 = 9.9549e-04
Validation prc-auc = 0.047707
Epoch 6583
Loss = 3.6327e-02, PNorm = 402.5446, GNorm = 2.1158, lr_0 = 9.9548e-04
Validation prc-auc = 0.045254
Epoch 6584
Loss = 5.0199e-02, PNorm = 402.5795, GNorm = 1.5504, lr_0 = 9.9548e-04
Validation prc-auc = 0.037330
Epoch 6585
Loss = 3.5441e-02, PNorm = 402.6236, GNorm = 0.6994, lr_0 = 9.9548e-04
Validation prc-auc = 0.047788
Epoch 6586
Loss = 2.0644e-02, PNorm = 402.6710, GNorm = 0.3279, lr_0 = 9.9548e-04
Validation prc-auc = 0.043553
Epoch 6587
Loss = 6.0285e-02, PNorm = 402.6993, GNorm = 0.8408, lr_0 = 9.9548e-04
Validation prc-auc = 0.044241
Epoch 6588
Loss = 1.7729e-03, PNorm = 402.7193, GNorm = 0.1149, lr_0 = 9.9548e-04
Validation prc-auc = 0.029241
Epoch 6589
Loss = 3.1838e-02, PNorm = 402.7376, GNorm = 1.0498, lr_0 = 9.9548e-04
Loss = 4.6744e-02, PNorm = 402.7927, GNorm = 0.1389, lr_0 = 9.9548e-04
Validation prc-auc = 0.028422
Epoch 6590
Loss = 2.4943e-02, PNorm = 402.8360, GNorm = 0.2527, lr_0 = 9.9548e-04
Validation prc-auc = 0.038066
Epoch 6591
Loss = 9.2367e-02, PNorm = 402.8662, GNorm = 2.2406, lr_0 = 9.9548e-04
Validation prc-auc = 0.032149
Epoch 6592
Loss = 3.5810e-02, PNorm = 402.9182, GNorm = 1.6235, lr_0 = 9.9548e-04
Validation prc-auc = 0.046030
Epoch 6593
Loss = 6.2891e-02, PNorm = 402.9575, GNorm = 0.2307, lr_0 = 9.9548e-04
Validation prc-auc = 0.041391
Epoch 6594
Loss = 3.4357e-02, PNorm = 402.9895, GNorm = 4.0156, lr_0 = 9.9548e-04
Validation prc-auc = 0.052044
Epoch 6595
Loss = 3.6853e-02, PNorm = 403.0286, GNorm = 0.0430, lr_0 = 9.9548e-04
Validation prc-auc = 0.051394
Epoch 6596
Loss = 1.3676e-02, PNorm = 403.0556, GNorm = 1.4839, lr_0 = 9.9548e-04
Validation prc-auc = 0.056983
Epoch 6597
Loss = 1.9872e-02, PNorm = 403.0839, GNorm = 0.6908, lr_0 = 9.9547e-04
Validation prc-auc = 0.062937
Epoch 6598
Loss = 1.0302e-01, PNorm = 403.1107, GNorm = 2.7834, lr_0 = 9.9547e-04
Validation prc-auc = 0.062489
Epoch 6599
Loss = 3.5283e-02, PNorm = 403.1467, GNorm = 1.4441, lr_0 = 9.9547e-04
Loss = 2.1529e-02, PNorm = 403.1790, GNorm = 0.0446, lr_0 = 9.9547e-04
Validation prc-auc = 0.063010
Epoch 6600
Loss = 3.1938e-02, PNorm = 403.2009, GNorm = 1.4114, lr_0 = 9.9547e-04
Validation prc-auc = 0.063552
Epoch 6601
Loss = 4.3302e-02, PNorm = 403.2336, GNorm = 0.6389, lr_0 = 9.9547e-04
Validation prc-auc = 0.063948
Epoch 6602
Loss = 4.8166e-02, PNorm = 403.2727, GNorm = 1.7736, lr_0 = 9.9547e-04
Validation prc-auc = 0.057602
Epoch 6603
Loss = 5.5100e-02, PNorm = 403.3060, GNorm = 0.4218, lr_0 = 9.9547e-04
Validation prc-auc = 0.054342
Epoch 6604
Loss = 2.6686e-02, PNorm = 403.3476, GNorm = 0.4501, lr_0 = 9.9547e-04
Validation prc-auc = 0.070160
Epoch 6605
Loss = 2.4394e-02, PNorm = 403.3876, GNorm = 1.3684, lr_0 = 9.9547e-04
Validation prc-auc = 0.062678
Epoch 6606
Loss = 9.8526e-02, PNorm = 403.4078, GNorm = 2.1307, lr_0 = 9.9547e-04
Validation prc-auc = 0.057840
Epoch 6607
Loss = 3.3575e-02, PNorm = 403.4273, GNorm = 1.2956, lr_0 = 9.9547e-04
Validation prc-auc = 0.055086
Epoch 6608
Loss = 2.2389e-02, PNorm = 403.4568, GNorm = 1.0698, lr_0 = 9.9547e-04
Validation prc-auc = 0.052794
Epoch 6609
Loss = 3.3521e-02, PNorm = 403.5044, GNorm = 1.1970, lr_0 = 9.9547e-04
Loss = 2.7875e-02, PNorm = 403.5384, GNorm = 1.7327, lr_0 = 9.9546e-04
Validation prc-auc = 0.061678
Epoch 6610
Loss = 6.9930e-02, PNorm = 403.5779, GNorm = 0.1718, lr_0 = 9.9546e-04
Validation prc-auc = 0.051378
Epoch 6611
Loss = 2.3209e-02, PNorm = 403.6212, GNorm = 1.2733, lr_0 = 9.9546e-04
Validation prc-auc = 0.041874
Epoch 6612
Loss = 2.7713e-02, PNorm = 403.6635, GNorm = 1.3632, lr_0 = 9.9546e-04
Validation prc-auc = 0.049489
Epoch 6613
Loss = 2.9153e-02, PNorm = 403.6919, GNorm = 0.0162, lr_0 = 9.9546e-04
Validation prc-auc = 0.043329
Epoch 6614
Loss = 5.3743e-02, PNorm = 403.7105, GNorm = 1.2809, lr_0 = 9.9546e-04
Validation prc-auc = 0.036172
Epoch 6615
Loss = 2.3115e-02, PNorm = 403.7400, GNorm = 0.4456, lr_0 = 9.9546e-04
Validation prc-auc = 0.037717
Epoch 6616
Loss = 7.3069e-02, PNorm = 403.7832, GNorm = 2.3652, lr_0 = 9.9546e-04
Validation prc-auc = 0.029839
Epoch 6617
Loss = 2.0111e-02, PNorm = 403.8233, GNorm = 0.1427, lr_0 = 9.9546e-04
Validation prc-auc = 0.025207
Epoch 6618
Loss = 2.9025e-03, PNorm = 403.8487, GNorm = 0.1312, lr_0 = 9.9546e-04
Validation prc-auc = 0.029605
Epoch 6619
Loss = 6.6464e-03, PNorm = 403.8685, GNorm = 0.1654, lr_0 = 9.9546e-04
Loss = 3.2918e-02, PNorm = 403.9008, GNorm = 0.1724, lr_0 = 9.9546e-04
Validation prc-auc = 0.030576
Epoch 6620
Loss = 2.2213e-02, PNorm = 403.9316, GNorm = 1.1522, lr_0 = 9.9546e-04
Validation prc-auc = 0.036184
Epoch 6621
Loss = 3.7528e-02, PNorm = 403.9475, GNorm = 1.0716, lr_0 = 9.9546e-04
Validation prc-auc = 0.030445
Epoch 6622
Loss = 2.3062e-02, PNorm = 403.9776, GNorm = 0.7937, lr_0 = 9.9546e-04
Validation prc-auc = 0.041519
Epoch 6623
Loss = 1.9975e-02, PNorm = 404.0152, GNorm = 0.2278, lr_0 = 9.9545e-04
Validation prc-auc = 0.049595
Epoch 6624
Loss = 1.4739e-02, PNorm = 404.0532, GNorm = 0.0294, lr_0 = 9.9545e-04
Validation prc-auc = 0.052788
Epoch 6625
Loss = 4.1858e-02, PNorm = 404.0774, GNorm = 2.1502, lr_0 = 9.9545e-04
Validation prc-auc = 0.046840
Epoch 6626
Loss = 2.5614e-02, PNorm = 404.1040, GNorm = 0.6417, lr_0 = 9.9545e-04
Validation prc-auc = 0.045601
Epoch 6627
Loss = 2.2377e-02, PNorm = 404.1458, GNorm = 1.6152, lr_0 = 9.9545e-04
Validation prc-auc = 0.050077
Epoch 6628
Loss = 5.0652e-02, PNorm = 404.1776, GNorm = 0.0532, lr_0 = 9.9545e-04
Validation prc-auc = 0.052436
Epoch 6629
Loss = 2.8651e-03, PNorm = 404.2007, GNorm = 0.1162, lr_0 = 9.9545e-04
Loss = 2.5821e-02, PNorm = 404.2203, GNorm = 2.8140, lr_0 = 9.9545e-04
Validation prc-auc = 0.051254
Epoch 6630
Loss = 1.8234e-02, PNorm = 404.2458, GNorm = 1.3139, lr_0 = 9.9545e-04
Validation prc-auc = 0.052218
Epoch 6631
Loss = 3.8039e-02, PNorm = 404.2785, GNorm = 2.7369, lr_0 = 9.9545e-04
Validation prc-auc = 0.056329
Epoch 6632
Loss = 4.5076e-02, PNorm = 404.3089, GNorm = 0.5788, lr_0 = 9.9545e-04
Validation prc-auc = 0.052877
Epoch 6633
Loss = 2.0823e-02, PNorm = 404.3234, GNorm = 0.1944, lr_0 = 9.9545e-04
Validation prc-auc = 0.062503
Epoch 6634
Loss = 1.9725e-02, PNorm = 404.3495, GNorm = 0.1542, lr_0 = 9.9545e-04
Validation prc-auc = 0.059513
Epoch 6635
Loss = 2.2794e-02, PNorm = 404.3885, GNorm = 0.3045, lr_0 = 9.9545e-04
Validation prc-auc = 0.067528
Epoch 6636
Loss = 2.4056e-02, PNorm = 404.4123, GNorm = 0.0931, lr_0 = 9.9544e-04
Validation prc-auc = 0.066569
Epoch 6637
Loss = 1.5052e-02, PNorm = 404.4403, GNorm = 0.2203, lr_0 = 9.9544e-04
Validation prc-auc = 0.059847
Epoch 6638
Loss = 1.8673e-01, PNorm = 404.4730, GNorm = 4.5379, lr_0 = 9.9544e-04
Validation prc-auc = 0.055876
Epoch 6639
Loss = 1.8725e-02, PNorm = 404.5129, GNorm = 0.7143, lr_0 = 9.9544e-04
Loss = 4.3259e-02, PNorm = 404.5548, GNorm = 0.2195, lr_0 = 9.9544e-04
Validation prc-auc = 0.060343
Epoch 6640
Loss = 2.8913e-02, PNorm = 404.5874, GNorm = 1.1799, lr_0 = 9.9544e-04
Validation prc-auc = 0.056221
Epoch 6641
Loss = 9.6867e-03, PNorm = 404.6215, GNorm = 0.1878, lr_0 = 9.9544e-04
Validation prc-auc = 0.047322
Epoch 6642
Loss = 4.8967e-02, PNorm = 404.6480, GNorm = 2.7037, lr_0 = 9.9544e-04
Validation prc-auc = 0.033423
Epoch 6643
Loss = 1.8909e-02, PNorm = 404.6780, GNorm = 0.3412, lr_0 = 9.9544e-04
Validation prc-auc = 0.041341
Epoch 6644
Loss = 2.6860e-02, PNorm = 404.7059, GNorm = 0.0997, lr_0 = 9.9544e-04
Validation prc-auc = 0.052571
Epoch 6645
Loss = 3.1495e-02, PNorm = 404.7287, GNorm = 2.0585, lr_0 = 9.9544e-04
Validation prc-auc = 0.057680
Epoch 6646
Loss = 2.7083e-02, PNorm = 404.7549, GNorm = 0.3299, lr_0 = 9.9544e-04
Validation prc-auc = 0.060952
Epoch 6647
Loss = 2.1440e-02, PNorm = 404.7918, GNorm = 0.3107, lr_0 = 9.9544e-04
Validation prc-auc = 0.055537
Epoch 6648
Loss = 1.3405e-02, PNorm = 404.8264, GNorm = 0.8952, lr_0 = 9.9544e-04
Validation prc-auc = 0.056284
Epoch 6649
Loss = 1.0030e-02, PNorm = 404.8557, GNorm = 0.4154, lr_0 = 9.9544e-04
Loss = 2.3956e-02, PNorm = 404.8757, GNorm = 1.3742, lr_0 = 9.9543e-04
Validation prc-auc = 0.057876
Epoch 6650
Loss = 1.7029e-02, PNorm = 404.9041, GNorm = 0.0998, lr_0 = 9.9543e-04
Validation prc-auc = 0.068768
Epoch 6651
Loss = 3.4887e-02, PNorm = 404.9265, GNorm = 1.1505, lr_0 = 9.9543e-04
Validation prc-auc = 0.069518
Epoch 6652
Loss = 1.1461e-02, PNorm = 404.9482, GNorm = 1.2656, lr_0 = 9.9543e-04
Validation prc-auc = 0.060523
Epoch 6653
Loss = 3.2617e-02, PNorm = 404.9708, GNorm = 0.1356, lr_0 = 9.9543e-04
Validation prc-auc = 0.061916
Epoch 6654
Loss = 9.7071e-03, PNorm = 404.9909, GNorm = 0.2471, lr_0 = 9.9543e-04
Validation prc-auc = 0.064670
Epoch 6655
Loss = 1.6446e-02, PNorm = 405.0189, GNorm = 1.4898, lr_0 = 9.9543e-04
Validation prc-auc = 0.071126
Epoch 6656
Loss = 4.4007e-02, PNorm = 405.0446, GNorm = 1.6327, lr_0 = 9.9543e-04
Validation prc-auc = 0.069642
Epoch 6657
Loss = 8.3353e-02, PNorm = 405.0778, GNorm = 2.2387, lr_0 = 9.9543e-04
Validation prc-auc = 0.057099
Epoch 6658
Loss = 2.8757e-02, PNorm = 405.1144, GNorm = 1.7424, lr_0 = 9.9543e-04
Validation prc-auc = 0.039487
Epoch 6659
Loss = 3.0208e-03, PNorm = 405.1603, GNorm = 0.1574, lr_0 = 9.9543e-04
Loss = 7.8349e-02, PNorm = 405.2162, GNorm = 1.1825, lr_0 = 9.9543e-04
Validation prc-auc = 0.040949
Epoch 6660
Loss = 2.5555e-02, PNorm = 405.2639, GNorm = 1.2956, lr_0 = 9.9543e-04
Validation prc-auc = 0.039252
Epoch 6661
Loss = 3.2974e-02, PNorm = 405.2900, GNorm = 1.0275, lr_0 = 9.9543e-04
Validation prc-auc = 0.027362
Epoch 6662
Loss = 2.3876e-02, PNorm = 405.3226, GNorm = 1.5537, lr_0 = 9.9542e-04
Validation prc-auc = 0.034518
Epoch 6663
Loss = 1.5156e-02, PNorm = 405.3514, GNorm = 0.6855, lr_0 = 9.9542e-04
Validation prc-auc = 0.049943
Epoch 6664
Loss = 4.6062e-02, PNorm = 405.3716, GNorm = 1.7912, lr_0 = 9.9542e-04
Validation prc-auc = 0.054065
Epoch 6665
Loss = 4.8356e-03, PNorm = 405.3965, GNorm = 0.0263, lr_0 = 9.9542e-04
Validation prc-auc = 0.055595
Epoch 6666
Loss = 1.7057e-02, PNorm = 405.4108, GNorm = 0.0318, lr_0 = 9.9542e-04
Validation prc-auc = 0.050200
Epoch 6667
Loss = 1.0234e-01, PNorm = 405.4289, GNorm = 2.4485, lr_0 = 9.9542e-04
Validation prc-auc = 0.062112
Epoch 6668
Loss = 5.4281e-02, PNorm = 405.4654, GNorm = 0.3816, lr_0 = 9.9542e-04
Validation prc-auc = 0.068554
Epoch 6669
Loss = 5.7197e-03, PNorm = 405.4891, GNorm = 0.2239, lr_0 = 9.9542e-04
Loss = 8.2765e-03, PNorm = 405.5041, GNorm = 0.5663, lr_0 = 9.9542e-04
Validation prc-auc = 0.072440
Epoch 6670
Loss = 2.2315e-02, PNorm = 405.5195, GNorm = 0.5035, lr_0 = 9.9542e-04
Validation prc-auc = 0.069128
Epoch 6671
Loss = 1.8879e-02, PNorm = 405.5503, GNorm = 0.0317, lr_0 = 9.9542e-04
Validation prc-auc = 0.066852
Epoch 6672
Loss = 6.3809e-02, PNorm = 405.5851, GNorm = 0.3742, lr_0 = 9.9542e-04
Validation prc-auc = 0.061371
Epoch 6673
Loss = 2.2954e-02, PNorm = 405.6194, GNorm = 0.0199, lr_0 = 9.9542e-04
Validation prc-auc = 0.062201
Epoch 6674
Loss = 4.3471e-02, PNorm = 405.6538, GNorm = 1.3935, lr_0 = 9.9542e-04
Validation prc-auc = 0.069348
Epoch 6675
Loss = 9.9182e-03, PNorm = 405.6952, GNorm = 1.6885, lr_0 = 9.9542e-04
Validation prc-auc = 0.070650
Epoch 6676
Loss = 4.6157e-02, PNorm = 405.7256, GNorm = 0.7801, lr_0 = 9.9541e-04
Validation prc-auc = 0.065446
Epoch 6677
Loss = 8.3047e-02, PNorm = 405.7631, GNorm = 2.1191, lr_0 = 9.9541e-04
Validation prc-auc = 0.072549
Epoch 6678
Loss = 2.7980e-03, PNorm = 405.8110, GNorm = 0.2237, lr_0 = 9.9541e-04
Validation prc-auc = 0.069840
Epoch 6679
Loss = 8.9427e-03, PNorm = 405.8360, GNorm = 0.9303, lr_0 = 9.9541e-04
Loss = 2.9997e-02, PNorm = 405.8508, GNorm = 0.5963, lr_0 = 9.9541e-04
Validation prc-auc = 0.069561
Epoch 6680
Loss = 1.0275e-02, PNorm = 405.8715, GNorm = 0.0504, lr_0 = 9.9541e-04
Validation prc-auc = 0.074774
Epoch 6681
Loss = 2.0689e-02, PNorm = 405.8853, GNorm = 0.0987, lr_0 = 9.9541e-04
Validation prc-auc = 0.073405
Epoch 6682
Loss = 4.0251e-02, PNorm = 405.9088, GNorm = 1.7740, lr_0 = 9.9541e-04
Validation prc-auc = 0.070736
Epoch 6683
Loss = 1.1874e-02, PNorm = 405.9400, GNorm = 0.7884, lr_0 = 9.9541e-04
Validation prc-auc = 0.063610
Epoch 6684
Loss = 2.0620e-02, PNorm = 405.9600, GNorm = 0.4907, lr_0 = 9.9541e-04
Validation prc-auc = 0.063703
Epoch 6685
Loss = 1.3439e-02, PNorm = 405.9718, GNorm = 0.4792, lr_0 = 9.9541e-04
Validation prc-auc = 0.062466
Epoch 6686
Loss = 2.3824e-02, PNorm = 405.9822, GNorm = 2.1509, lr_0 = 9.9541e-04
Validation prc-auc = 0.064351
Epoch 6687
Loss = 2.9654e-02, PNorm = 405.9981, GNorm = 0.2266, lr_0 = 9.9541e-04
Validation prc-auc = 0.064942
Epoch 6688
Loss = 3.3816e-02, PNorm = 406.0272, GNorm = 1.8286, lr_0 = 9.9541e-04
Validation prc-auc = 0.063473
Epoch 6689
Loss = 1.7938e-01, PNorm = 406.0608, GNorm = 2.1245, lr_0 = 9.9541e-04
Loss = 2.1445e-02, PNorm = 406.0879, GNorm = 0.6588, lr_0 = 9.9540e-04
Validation prc-auc = 0.061452
Epoch 6690
Loss = 5.0012e-02, PNorm = 406.1105, GNorm = 3.0095, lr_0 = 9.9540e-04
Validation prc-auc = 0.062300
Epoch 6691
Loss = 1.6274e-02, PNorm = 406.1477, GNorm = 1.3840, lr_0 = 9.9540e-04
Validation prc-auc = 0.062729
Epoch 6692
Loss = 1.6491e-02, PNorm = 406.1758, GNorm = 0.0966, lr_0 = 9.9540e-04
Validation prc-auc = 0.072342
Epoch 6693
Loss = 2.9703e-02, PNorm = 406.2098, GNorm = 1.9189, lr_0 = 9.9540e-04
Validation prc-auc = 0.069312
Epoch 6694
Loss = 1.2896e-02, PNorm = 406.2447, GNorm = 0.4038, lr_0 = 9.9540e-04
Validation prc-auc = 0.070936
Epoch 6695
Loss = 1.9710e-02, PNorm = 406.2657, GNorm = 0.0274, lr_0 = 9.9540e-04
Validation prc-auc = 0.068840
Epoch 6696
Loss = 4.2631e-02, PNorm = 406.2795, GNorm = 1.7953, lr_0 = 9.9540e-04
Validation prc-auc = 0.066476
Epoch 6697
Loss = 4.5114e-02, PNorm = 406.3013, GNorm = 1.9272, lr_0 = 9.9540e-04
Validation prc-auc = 0.071588
Epoch 6698
Loss = 8.6083e-02, PNorm = 406.3361, GNorm = 0.7407, lr_0 = 9.9540e-04
Validation prc-auc = 0.065534
Epoch 6699
Loss = 3.2574e-03, PNorm = 406.3625, GNorm = 0.1582, lr_0 = 9.9540e-04
Loss = 4.8092e-02, PNorm = 406.3837, GNorm = 0.6137, lr_0 = 9.9540e-04
Validation prc-auc = 0.063407
Epoch 6700
Loss = 3.5214e-02, PNorm = 406.4180, GNorm = 0.0456, lr_0 = 9.9540e-04
Validation prc-auc = 0.066061
Epoch 6701
Loss = 3.5609e-02, PNorm = 406.4496, GNorm = 1.0770, lr_0 = 9.9540e-04
Validation prc-auc = 0.067024
Epoch 6702
Loss = 2.0781e-02, PNorm = 406.4754, GNorm = 0.2514, lr_0 = 9.9539e-04
Validation prc-auc = 0.063295
Epoch 6703
Loss = 1.7080e-02, PNorm = 406.5080, GNorm = 0.7936, lr_0 = 9.9539e-04
Validation prc-auc = 0.057764
Epoch 6704
Loss = 1.8556e-02, PNorm = 406.5312, GNorm = 1.7086, lr_0 = 9.9539e-04
Validation prc-auc = 0.060731
Epoch 6705
Loss = 7.4700e-02, PNorm = 406.5648, GNorm = 1.2382, lr_0 = 9.9539e-04
Validation prc-auc = 0.057952
Epoch 6706
Loss = 3.6701e-02, PNorm = 406.5988, GNorm = 1.0155, lr_0 = 9.9539e-04
Validation prc-auc = 0.053936
Epoch 6707
Loss = 9.5134e-03, PNorm = 406.6227, GNorm = 0.2840, lr_0 = 9.9539e-04
Validation prc-auc = 0.062504
Epoch 6708
Loss = 2.3486e-02, PNorm = 406.6451, GNorm = 0.8279, lr_0 = 9.9539e-04
Validation prc-auc = 0.065132
Epoch 6709
Loss = 1.5127e-03, PNorm = 406.6665, GNorm = 0.0967, lr_0 = 9.9539e-04
Loss = 4.4704e-02, PNorm = 406.6860, GNorm = 1.7508, lr_0 = 9.9539e-04
Validation prc-auc = 0.056599
Epoch 6710
Loss = 5.9044e-02, PNorm = 406.7181, GNorm = 0.4656, lr_0 = 9.9539e-04
Validation prc-auc = 0.055456
Epoch 6711
Loss = 3.9170e-02, PNorm = 406.7631, GNorm = 3.7546, lr_0 = 9.9539e-04
Validation prc-auc = 0.055315
Epoch 6712
Loss = 1.5268e-02, PNorm = 406.8071, GNorm = 0.7634, lr_0 = 9.9539e-04
Validation prc-auc = 0.058818
Epoch 6713
Loss = 1.7259e-02, PNorm = 406.8350, GNorm = 0.1534, lr_0 = 9.9539e-04
Validation prc-auc = 0.063598
Epoch 6714
Loss = 1.2414e-02, PNorm = 406.8513, GNorm = 0.3987, lr_0 = 9.9539e-04
Validation prc-auc = 0.051496
Epoch 6715
Loss = 4.1553e-02, PNorm = 406.8758, GNorm = 1.3576, lr_0 = 9.9539e-04
Validation prc-auc = 0.060499
Epoch 6716
Loss = 2.3904e-02, PNorm = 406.9215, GNorm = 0.1972, lr_0 = 9.9538e-04
Validation prc-auc = 0.066400
Epoch 6717
Loss = 7.4220e-03, PNorm = 406.9595, GNorm = 0.3569, lr_0 = 9.9538e-04
Validation prc-auc = 0.058462
Epoch 6718
Loss = 1.9502e-02, PNorm = 406.9855, GNorm = 0.1945, lr_0 = 9.9538e-04
Validation prc-auc = 0.053801
Epoch 6719
Loss = 6.0807e-03, PNorm = 407.0013, GNorm = 0.3015, lr_0 = 9.9538e-04
Loss = 5.7020e-02, PNorm = 407.0215, GNorm = 1.7044, lr_0 = 9.9538e-04
Validation prc-auc = 0.057033
Epoch 6720
Loss = 2.9809e-02, PNorm = 407.0628, GNorm = 2.0907, lr_0 = 9.9538e-04
Validation prc-auc = 0.058161
Epoch 6721
Loss = 2.6085e-02, PNorm = 407.1025, GNorm = 0.0533, lr_0 = 9.9538e-04
Validation prc-auc = 0.056230
Epoch 6722
Loss = 5.0591e-02, PNorm = 407.1228, GNorm = 0.1124, lr_0 = 9.9538e-04
Validation prc-auc = 0.042880
Epoch 6723
Loss = 7.0496e-03, PNorm = 407.1422, GNorm = 0.1544, lr_0 = 9.9538e-04
Validation prc-auc = 0.049847
Epoch 6724
Loss = 2.2748e-02, PNorm = 407.1602, GNorm = 0.4603, lr_0 = 9.9538e-04
Validation prc-auc = 0.048244
Epoch 6725
Loss = 4.2499e-02, PNorm = 407.1854, GNorm = 1.5754, lr_0 = 9.9538e-04
Validation prc-auc = 0.053693
Epoch 6726
Loss = 3.0263e-02, PNorm = 407.2092, GNorm = 1.5746, lr_0 = 9.9538e-04
Validation prc-auc = 0.053408
Epoch 6727
Loss = 6.5082e-03, PNorm = 407.2318, GNorm = 0.0367, lr_0 = 9.9538e-04
Validation prc-auc = 0.050355
Epoch 6728
Loss = 2.7935e-02, PNorm = 407.2594, GNorm = 1.0773, lr_0 = 9.9538e-04
Validation prc-auc = 0.048666
Epoch 6729
Loss = 1.1051e-02, PNorm = 407.2803, GNorm = 0.6605, lr_0 = 9.9537e-04
Loss = 3.3259e-02, PNorm = 407.2995, GNorm = 1.1537, lr_0 = 9.9537e-04
Validation prc-auc = 0.050373
Epoch 6730
Loss = 2.9896e-02, PNorm = 407.3334, GNorm = 0.2454, lr_0 = 9.9537e-04
Validation prc-auc = 0.046373
Epoch 6731
Loss = 2.9959e-02, PNorm = 407.3677, GNorm = 0.0772, lr_0 = 9.9537e-04
Validation prc-auc = 0.044887
Epoch 6732
Loss = 2.5144e-02, PNorm = 407.3934, GNorm = 0.6416, lr_0 = 9.9537e-04
Validation prc-auc = 0.050857
Epoch 6733
Loss = 2.4257e-02, PNorm = 407.4126, GNorm = 0.1376, lr_0 = 9.9537e-04
Validation prc-auc = 0.053899
Epoch 6734
Loss = 1.1886e-02, PNorm = 407.4236, GNorm = 0.1593, lr_0 = 9.9537e-04
Validation prc-auc = 0.046824
Epoch 6735
Loss = 7.7279e-03, PNorm = 407.4378, GNorm = 0.4319, lr_0 = 9.9537e-04
Validation prc-auc = 0.049652
Epoch 6736
Loss = 1.1993e-02, PNorm = 407.4588, GNorm = 0.0631, lr_0 = 9.9537e-04
Validation prc-auc = 0.046073
Epoch 6737
Loss = 1.0171e-02, PNorm = 407.4859, GNorm = 0.8178, lr_0 = 9.9537e-04
Validation prc-auc = 0.042365
Epoch 6738
Loss = 1.5244e-02, PNorm = 407.5097, GNorm = 0.8386, lr_0 = 9.9537e-04
Validation prc-auc = 0.037592
Epoch 6739
Loss = 9.9840e-03, PNorm = 407.5393, GNorm = 0.6922, lr_0 = 9.9537e-04
Loss = 3.2523e-02, PNorm = 407.5682, GNorm = 0.2172, lr_0 = 9.9537e-04
Validation prc-auc = 0.037094
Epoch 6740
Loss = 2.5120e-02, PNorm = 407.6017, GNorm = 2.2604, lr_0 = 9.9537e-04
Validation prc-auc = 0.040055
Epoch 6741
Loss = 3.1838e-02, PNorm = 407.6268, GNorm = 0.1275, lr_0 = 9.9537e-04
Validation prc-auc = 0.034538
Epoch 6742
Loss = 7.4860e-02, PNorm = 407.6529, GNorm = 1.4892, lr_0 = 9.9536e-04
Validation prc-auc = 0.038074
Epoch 6743
Loss = 3.5844e-02, PNorm = 407.6998, GNorm = 2.1678, lr_0 = 9.9536e-04
Validation prc-auc = 0.053966
Epoch 6744
Loss = 6.6504e-03, PNorm = 407.7379, GNorm = 0.3235, lr_0 = 9.9536e-04
Validation prc-auc = 0.053611
Epoch 6745
Loss = 2.6847e-02, PNorm = 407.7648, GNorm = 0.2485, lr_0 = 9.9536e-04
Validation prc-auc = 0.057642
Epoch 6746
Loss = 6.5030e-02, PNorm = 407.7929, GNorm = 2.9466, lr_0 = 9.9536e-04
Validation prc-auc = 0.067489
Epoch 6747
Loss = 7.7479e-02, PNorm = 407.8300, GNorm = 1.1575, lr_0 = 9.9536e-04
Validation prc-auc = 0.064156
Epoch 6748
Loss = 5.9991e-03, PNorm = 407.8669, GNorm = 0.0289, lr_0 = 9.9536e-04
Validation prc-auc = 0.062723
Epoch 6749
Loss = 3.9645e-02, PNorm = 407.8980, GNorm = 1.9339, lr_0 = 9.9536e-04
Loss = 1.9207e-02, PNorm = 407.9315, GNorm = 0.0843, lr_0 = 9.9536e-04
Validation prc-auc = 0.060495
Epoch 6750
Loss = 2.3579e-02, PNorm = 407.9610, GNorm = 0.0419, lr_0 = 9.9536e-04
Validation prc-auc = 0.055058
Epoch 6751
Loss = 2.2543e-02, PNorm = 407.9849, GNorm = 0.8427, lr_0 = 9.9536e-04
Validation prc-auc = 0.051069
Epoch 6752
Loss = 3.8313e-02, PNorm = 408.0114, GNorm = 2.8004, lr_0 = 9.9536e-04
Validation prc-auc = 0.048715
Epoch 6753
Loss = 3.3366e-02, PNorm = 408.0464, GNorm = 0.0506, lr_0 = 9.9536e-04
Validation prc-auc = 0.047793
Epoch 6754
Loss = 2.6170e-02, PNorm = 408.0740, GNorm = 0.0931, lr_0 = 9.9536e-04
Validation prc-auc = 0.050656
Epoch 6755
Loss = 7.9026e-03, PNorm = 408.0955, GNorm = 1.1249, lr_0 = 9.9536e-04
Validation prc-auc = 0.062726
Epoch 6756
Loss = 3.0117e-02, PNorm = 408.1193, GNorm = 1.7464, lr_0 = 9.9535e-04
Validation prc-auc = 0.066890
Epoch 6757
Loss = 2.1330e-02, PNorm = 408.1460, GNorm = 1.8849, lr_0 = 9.9535e-04
Validation prc-auc = 0.067724
Epoch 6758
Loss = 2.4904e-03, PNorm = 408.1670, GNorm = 0.0614, lr_0 = 9.9535e-04
Validation prc-auc = 0.059855
Epoch 6759
Loss = 3.7092e-02, PNorm = 408.1836, GNorm = 1.4613, lr_0 = 9.9535e-04
Loss = 3.1352e-02, PNorm = 408.2089, GNorm = 1.4551, lr_0 = 9.9535e-04
Validation prc-auc = 0.058493
Epoch 6760
Loss = 3.7707e-02, PNorm = 408.2318, GNorm = 0.1922, lr_0 = 9.9535e-04
Validation prc-auc = 0.047524
Epoch 6761
Loss = 3.3426e-02, PNorm = 408.2575, GNorm = 1.5270, lr_0 = 9.9535e-04
Validation prc-auc = 0.050873
Epoch 6762
Loss = 3.1035e-02, PNorm = 408.2963, GNorm = 0.3738, lr_0 = 9.9535e-04
Validation prc-auc = 0.064459
Epoch 6763
Loss = 3.0202e-02, PNorm = 408.3273, GNorm = 1.4393, lr_0 = 9.9535e-04
Validation prc-auc = 0.063709
Epoch 6764
Loss = 8.4123e-03, PNorm = 408.3532, GNorm = 0.1558, lr_0 = 9.9535e-04
Validation prc-auc = 0.063849
Epoch 6765
Loss = 1.5427e-01, PNorm = 408.3748, GNorm = 3.9854, lr_0 = 9.9535e-04
Validation prc-auc = 0.066644
Epoch 6766
Loss = 7.8092e-02, PNorm = 408.4160, GNorm = 0.6618, lr_0 = 9.9535e-04
Validation prc-auc = 0.065055
Epoch 6767
Loss = 5.0562e-03, PNorm = 408.4413, GNorm = 0.1425, lr_0 = 9.9535e-04
Validation prc-auc = 0.067370
Epoch 6768
Loss = 1.7035e-02, PNorm = 408.4686, GNorm = 0.8960, lr_0 = 9.9535e-04
Validation prc-auc = 0.063304
Epoch 6769
Loss = 9.1584e-03, PNorm = 408.5003, GNorm = 0.2918, lr_0 = 9.9534e-04
Loss = 6.2974e-02, PNorm = 408.5340, GNorm = 1.4141, lr_0 = 9.9534e-04
Validation prc-auc = 0.064422
Epoch 6770
Loss = 1.7373e-02, PNorm = 408.5603, GNorm = 0.4968, lr_0 = 9.9534e-04
Validation prc-auc = 0.068276
Epoch 6771
Loss = 4.7408e-02, PNorm = 408.5878, GNorm = 3.1456, lr_0 = 9.9534e-04
Validation prc-auc = 0.065921
Epoch 6772
Loss = 3.1234e-02, PNorm = 408.6236, GNorm = 1.9181, lr_0 = 9.9534e-04
Validation prc-auc = 0.059804
Epoch 6773
Loss = 1.5293e-02, PNorm = 408.6488, GNorm = 0.0593, lr_0 = 9.9534e-04
Validation prc-auc = 0.068862
Epoch 6774
Loss = 5.1114e-02, PNorm = 408.6708, GNorm = 1.4248, lr_0 = 9.9534e-04
Validation prc-auc = 0.065554
Epoch 6775
Loss = 3.7049e-02, PNorm = 408.6954, GNorm = 0.5370, lr_0 = 9.9534e-04
Validation prc-auc = 0.059047
Epoch 6776
Loss = 3.3372e-02, PNorm = 408.7350, GNorm = 0.0924, lr_0 = 9.9534e-04
Validation prc-auc = 0.059840
Epoch 6777
Loss = 3.9016e-02, PNorm = 408.7697, GNorm = 0.0139, lr_0 = 9.9534e-04
Validation prc-auc = 0.058819
Epoch 6778
Loss = 2.8653e-02, PNorm = 408.7930, GNorm = 0.4211, lr_0 = 9.9534e-04
Validation prc-auc = 0.055034
Epoch 6779
Loss = 1.6184e-02, PNorm = 408.8164, GNorm = 1.0085, lr_0 = 9.9534e-04
Loss = 1.9395e-02, PNorm = 408.8341, GNorm = 0.0205, lr_0 = 9.9534e-04
Validation prc-auc = 0.053820
Epoch 6780
Loss = 8.9551e-03, PNorm = 408.8499, GNorm = 0.5038, lr_0 = 9.9534e-04
Validation prc-auc = 0.056818
Epoch 6781
Loss = 3.8731e-02, PNorm = 408.8575, GNorm = 0.7202, lr_0 = 9.9534e-04
Validation prc-auc = 0.061333
Epoch 6782
Loss = 2.5304e-02, PNorm = 408.8829, GNorm = 0.4651, lr_0 = 9.9533e-04
Validation prc-auc = 0.066598
Epoch 6783
Loss = 3.8152e-02, PNorm = 408.9137, GNorm = 0.9709, lr_0 = 9.9533e-04
Validation prc-auc = 0.054656
Epoch 6784
Loss = 4.9738e-02, PNorm = 408.9398, GNorm = 1.5522, lr_0 = 9.9533e-04
Validation prc-auc = 0.061197
Epoch 6785
Loss = 3.9618e-02, PNorm = 408.9729, GNorm = 0.8508, lr_0 = 9.9533e-04
Validation prc-auc = 0.064466
Epoch 6786
Loss = 1.2385e-02, PNorm = 409.0132, GNorm = 0.1020, lr_0 = 9.9533e-04
Validation prc-auc = 0.054626
Epoch 6787
Loss = 1.3291e-01, PNorm = 409.0517, GNorm = 2.0105, lr_0 = 9.9533e-04
Validation prc-auc = 0.057305
Epoch 6788
Loss = 4.1347e-02, PNorm = 409.1040, GNorm = 3.6341, lr_0 = 9.9533e-04
Validation prc-auc = 0.057091
Epoch 6789
Loss = 2.0584e-03, PNorm = 409.1554, GNorm = 0.2207, lr_0 = 9.9533e-04
Loss = 2.4713e-02, PNorm = 409.1818, GNorm = 0.1877, lr_0 = 9.9533e-04
Validation prc-auc = 0.049614
Epoch 6790
Loss = 4.9343e-02, PNorm = 409.2029, GNorm = 4.4661, lr_0 = 9.9533e-04
Validation prc-auc = 0.056959
Epoch 6791
Loss = 1.6182e-02, PNorm = 409.2353, GNorm = 0.1071, lr_0 = 9.9533e-04
Validation prc-auc = 0.057955
Epoch 6792
Loss = 3.4476e-02, PNorm = 409.2669, GNorm = 0.3885, lr_0 = 9.9533e-04
Validation prc-auc = 0.053745
Epoch 6793
Loss = 4.2755e-02, PNorm = 409.2948, GNorm = 0.7842, lr_0 = 9.9533e-04
Validation prc-auc = 0.051557
Epoch 6794
Loss = 1.5041e-02, PNorm = 409.3261, GNorm = 0.3548, lr_0 = 9.9533e-04
Validation prc-auc = 0.055825
Epoch 6795
Loss = 4.4056e-03, PNorm = 409.3532, GNorm = 0.0294, lr_0 = 9.9532e-04
Validation prc-auc = 0.061063
Epoch 6796
Loss = 6.1476e-03, PNorm = 409.3758, GNorm = 0.0324, lr_0 = 9.9532e-04
Validation prc-auc = 0.063666
Epoch 6797
Loss = 6.4340e-03, PNorm = 409.3953, GNorm = 0.2354, lr_0 = 9.9532e-04
Validation prc-auc = 0.068677
Epoch 6798
Loss = 6.1607e-03, PNorm = 409.4126, GNorm = 0.6096, lr_0 = 9.9532e-04
Validation prc-auc = 0.069455
Epoch 6799
Loss = 1.4172e-03, PNorm = 409.4260, GNorm = 0.0541, lr_0 = 9.9532e-04
Loss = 3.1346e-02, PNorm = 409.4392, GNorm = 0.0199, lr_0 = 9.9532e-04
Validation prc-auc = 0.065355
Epoch 6800
Loss = 6.1258e-02, PNorm = 409.4516, GNorm = 0.2651, lr_0 = 9.9532e-04
Validation prc-auc = 0.065116
Epoch 6801
Loss = 6.2999e-02, PNorm = 409.4963, GNorm = 2.8641, lr_0 = 9.9532e-04
Validation prc-auc = 0.059132
Epoch 6802
Loss = 1.9308e-02, PNorm = 409.5541, GNorm = 0.9159, lr_0 = 9.9532e-04
Validation prc-auc = 0.060472
Epoch 6803
Loss = 2.1482e-02, PNorm = 409.5872, GNorm = 0.5878, lr_0 = 9.9532e-04
Validation prc-auc = 0.066009
Epoch 6804
Loss = 1.3345e-02, PNorm = 409.6042, GNorm = 1.0401, lr_0 = 9.9532e-04
Validation prc-auc = 0.060124
Epoch 6805
Loss = 2.1274e-02, PNorm = 409.6177, GNorm = 1.0651, lr_0 = 9.9532e-04
Validation prc-auc = 0.064199
Epoch 6806
Loss = 2.7465e-02, PNorm = 409.6414, GNorm = 0.8326, lr_0 = 9.9532e-04
Validation prc-auc = 0.060455
Epoch 6807
Loss = 1.8575e-02, PNorm = 409.6619, GNorm = 1.4734, lr_0 = 9.9532e-04
Validation prc-auc = 0.064693
Epoch 6808
Loss = 1.1385e-01, PNorm = 409.6851, GNorm = 2.1343, lr_0 = 9.9532e-04
Validation prc-auc = 0.063766
Epoch 6809
Loss = 4.9899e-04, PNorm = 409.7182, GNorm = 0.0181, lr_0 = 9.9531e-04
Loss = 5.4049e-02, PNorm = 409.7416, GNorm = 3.4963, lr_0 = 9.9531e-04
Validation prc-auc = 0.065388
Epoch 6810
Loss = 1.9137e-02, PNorm = 409.7651, GNorm = 0.8707, lr_0 = 9.9531e-04
Validation prc-auc = 0.068192
Epoch 6811
Loss = 3.4217e-02, PNorm = 409.7914, GNorm = 1.1889, lr_0 = 9.9531e-04
Validation prc-auc = 0.070311
Epoch 6812
Loss = 3.4857e-02, PNorm = 409.8161, GNorm = 1.2931, lr_0 = 9.9531e-04
Validation prc-auc = 0.071727
Epoch 6813
Loss = 4.7087e-02, PNorm = 409.8473, GNorm = 3.6341, lr_0 = 9.9531e-04
Validation prc-auc = 0.064188
Epoch 6814
Loss = 1.5179e-02, PNorm = 409.8850, GNorm = 0.3575, lr_0 = 9.9531e-04
Validation prc-auc = 0.063341
Epoch 6815
Loss = 2.4254e-02, PNorm = 409.9236, GNorm = 0.0112, lr_0 = 9.9531e-04
Validation prc-auc = 0.062913
Epoch 6816
Loss = 6.6677e-03, PNorm = 409.9434, GNorm = 0.0187, lr_0 = 9.9531e-04
Validation prc-auc = 0.065813
Epoch 6817
Loss = 9.4403e-03, PNorm = 409.9547, GNorm = 0.0897, lr_0 = 9.9531e-04
Validation prc-auc = 0.067657
Epoch 6818
Loss = 4.4844e-02, PNorm = 409.9667, GNorm = 2.7860, lr_0 = 9.9531e-04
Validation prc-auc = 0.074460
Epoch 6819
Loss = 1.1572e-01, PNorm = 409.9827, GNorm = 1.2007, lr_0 = 9.9531e-04
Loss = 3.4352e-02, PNorm = 409.9922, GNorm = 0.3579, lr_0 = 9.9531e-04
Validation prc-auc = 0.066942
Epoch 6820
Loss = 4.5365e-02, PNorm = 410.0159, GNorm = 2.4719, lr_0 = 9.9531e-04
Validation prc-auc = 0.065871
Epoch 6821
Loss = 2.9879e-02, PNorm = 410.0557, GNorm = 1.4558, lr_0 = 9.9531e-04
Validation prc-auc = 0.061720
Epoch 6822
Loss = 4.2068e-02, PNorm = 410.0923, GNorm = 3.0949, lr_0 = 9.9530e-04
Validation prc-auc = 0.058505
Epoch 6823
Loss = 3.0958e-02, PNorm = 410.1250, GNorm = 2.1421, lr_0 = 9.9530e-04
Validation prc-auc = 0.057783
Epoch 6824
Loss = 2.0494e-02, PNorm = 410.1622, GNorm = 0.1302, lr_0 = 9.9530e-04
Validation prc-auc = 0.052594
Epoch 6825
Loss = 7.8353e-03, PNorm = 410.1940, GNorm = 0.2321, lr_0 = 9.9530e-04
Validation prc-auc = 0.048539
Epoch 6826
Loss = 1.8965e-02, PNorm = 410.2227, GNorm = 1.9433, lr_0 = 9.9530e-04
Validation prc-auc = 0.051619
Epoch 6827
Loss = 7.5734e-03, PNorm = 410.2444, GNorm = 0.4670, lr_0 = 9.9530e-04
Validation prc-auc = 0.057333
Epoch 6828
Loss = 1.0700e-02, PNorm = 410.2596, GNorm = 1.0353, lr_0 = 9.9530e-04
Validation prc-auc = 0.057876
Epoch 6829
Loss = 1.3059e-02, PNorm = 410.2756, GNorm = 0.6750, lr_0 = 9.9530e-04
Loss = 4.8561e-02, PNorm = 410.2885, GNorm = 0.6052, lr_0 = 9.9530e-04
Validation prc-auc = 0.054813
Epoch 6830
Loss = 3.7095e-02, PNorm = 410.3116, GNorm = 0.3341, lr_0 = 9.9530e-04
Validation prc-auc = 0.059901
Epoch 6831
Loss = 2.7062e-02, PNorm = 410.3447, GNorm = 2.1597, lr_0 = 9.9530e-04
Validation prc-auc = 0.057110
Epoch 6832
Loss = 9.1221e-02, PNorm = 410.3775, GNorm = 0.0554, lr_0 = 9.9530e-04
Validation prc-auc = 0.058460
Epoch 6833
Loss = 1.2236e-02, PNorm = 410.4105, GNorm = 0.4777, lr_0 = 9.9530e-04
Validation prc-auc = 0.060589
Epoch 6834
Loss = 5.0666e-02, PNorm = 410.4423, GNorm = 0.1613, lr_0 = 9.9530e-04
Validation prc-auc = 0.059662
Epoch 6835
Loss = 5.4838e-02, PNorm = 410.4718, GNorm = 0.0261, lr_0 = 9.9529e-04
Validation prc-auc = 0.061475
Epoch 6836
Loss = 1.0160e-02, PNorm = 410.5063, GNorm = 0.4651, lr_0 = 9.9529e-04
Validation prc-auc = 0.066767
Epoch 6837
Loss = 4.3417e-03, PNorm = 410.5336, GNorm = 0.4744, lr_0 = 9.9529e-04
Validation prc-auc = 0.066416
Epoch 6838
Loss = 1.1573e-02, PNorm = 410.5474, GNorm = 0.6902, lr_0 = 9.9529e-04
Validation prc-auc = 0.067024
Epoch 6839
Loss = 2.2139e-02, PNorm = 410.5620, GNorm = 1.0112, lr_0 = 9.9529e-04
Loss = 2.7205e-02, PNorm = 410.5810, GNorm = 0.6054, lr_0 = 9.9529e-04
Validation prc-auc = 0.069472
Epoch 6840
Loss = 4.9863e-02, PNorm = 410.6106, GNorm = 0.1398, lr_0 = 9.9529e-04
Validation prc-auc = 0.063768
Epoch 6841
Loss = 1.9710e-02, PNorm = 410.6475, GNorm = 0.0117, lr_0 = 9.9529e-04
Validation prc-auc = 0.062838
Epoch 6842
Loss = 4.4478e-02, PNorm = 410.6795, GNorm = 0.3103, lr_0 = 9.9529e-04
Validation prc-auc = 0.058226
Epoch 6843
Loss = 1.3603e-02, PNorm = 410.7090, GNorm = 0.2350, lr_0 = 9.9529e-04
Validation prc-auc = 0.058154
Epoch 6844
Loss = 4.1013e-02, PNorm = 410.7340, GNorm = 0.1029, lr_0 = 9.9529e-04
Validation prc-auc = 0.060073
Epoch 6845
Loss = 7.3082e-02, PNorm = 410.7582, GNorm = 0.1470, lr_0 = 9.9529e-04
Validation prc-auc = 0.052085
Epoch 6846
Loss = 3.1666e-02, PNorm = 410.7979, GNorm = 0.0485, lr_0 = 9.9529e-04
Validation prc-auc = 0.063917
Epoch 6847
Loss = 6.6736e-02, PNorm = 410.8338, GNorm = 1.6214, lr_0 = 9.9529e-04
Validation prc-auc = 0.062878
Epoch 6848
Loss = 1.1778e-02, PNorm = 410.8597, GNorm = 0.6105, lr_0 = 9.9529e-04
Validation prc-auc = 0.066884
Epoch 6849
Loss = 1.5069e-02, PNorm = 410.8916, GNorm = 0.7620, lr_0 = 9.9528e-04
Loss = 2.5960e-02, PNorm = 410.9134, GNorm = 0.5974, lr_0 = 9.9528e-04
Validation prc-auc = 0.063458
Epoch 6850
Loss = 1.9202e-02, PNorm = 410.9269, GNorm = 0.2257, lr_0 = 9.9528e-04
Validation prc-auc = 0.064078
Epoch 6851
Loss = 3.3290e-02, PNorm = 410.9637, GNorm = 1.2623, lr_0 = 9.9528e-04
Validation prc-auc = 0.058333
Epoch 6852
Loss = 2.6004e-02, PNorm = 410.9975, GNorm = 0.0613, lr_0 = 9.9528e-04
Validation prc-auc = 0.055832
Epoch 6853
Loss = 3.9256e-02, PNorm = 411.0233, GNorm = 0.1292, lr_0 = 9.9528e-04
Validation prc-auc = 0.042843
Epoch 6854
Loss = 5.7810e-02, PNorm = 411.0626, GNorm = 2.0994, lr_0 = 9.9528e-04
Validation prc-auc = 0.058579
Epoch 6855
Loss = 2.2181e-02, PNorm = 411.0990, GNorm = 1.8482, lr_0 = 9.9528e-04
Validation prc-auc = 0.065576
Epoch 6856
Loss = 1.9599e-02, PNorm = 411.1250, GNorm = 0.0510, lr_0 = 9.9528e-04
Validation prc-auc = 0.072739
Epoch 6857
Loss = 5.6791e-02, PNorm = 411.1539, GNorm = 0.9626, lr_0 = 9.9528e-04
Validation prc-auc = 0.078041
Epoch 6858
Loss = 6.1438e-02, PNorm = 411.1838, GNorm = 0.5091, lr_0 = 9.9528e-04
Validation prc-auc = 0.070967
Epoch 6859
Loss = 7.6154e-03, PNorm = 411.2150, GNorm = 0.5476, lr_0 = 9.9528e-04
Loss = 4.9001e-02, PNorm = 411.2647, GNorm = 0.0681, lr_0 = 9.9528e-04
Validation prc-auc = 0.069817
Epoch 6860
Loss = 2.2363e-02, PNorm = 411.2989, GNorm = 0.2101, lr_0 = 9.9528e-04
Validation prc-auc = 0.069420
Epoch 6861
Loss = 1.9255e-02, PNorm = 411.3211, GNorm = 0.0338, lr_0 = 9.9527e-04
Validation prc-auc = 0.063113
Epoch 6862
Loss = 2.5373e-02, PNorm = 411.3348, GNorm = 0.6586, lr_0 = 9.9527e-04
Validation prc-auc = 0.065659
Epoch 6863
Loss = 2.0902e-02, PNorm = 411.3658, GNorm = 0.6025, lr_0 = 9.9527e-04
Validation prc-auc = 0.060977
Epoch 6864
Loss = 1.8096e-02, PNorm = 411.3886, GNorm = 1.7672, lr_0 = 9.9527e-04
Validation prc-auc = 0.065007
Epoch 6865
Loss = 1.6061e-02, PNorm = 411.4116, GNorm = 0.2472, lr_0 = 9.9527e-04
Validation prc-auc = 0.057936
Epoch 6866
Loss = 8.7813e-03, PNorm = 411.4417, GNorm = 1.1462, lr_0 = 9.9527e-04
Validation prc-auc = 0.059162
Epoch 6867
Loss = 2.1868e-02, PNorm = 411.4629, GNorm = 1.5721, lr_0 = 9.9527e-04
Validation prc-auc = 0.054392
Epoch 6868
Loss = 2.6516e-03, PNorm = 411.4747, GNorm = 0.3558, lr_0 = 9.9527e-04
Validation prc-auc = 0.052167
Epoch 6869
Loss = 3.7903e-02, PNorm = 411.4840, GNorm = 1.4203, lr_0 = 9.9527e-04
Loss = 1.6362e-02, PNorm = 411.4963, GNorm = 0.2228, lr_0 = 9.9527e-04
Validation prc-auc = 0.053063
Epoch 6870
Loss = 1.8385e-02, PNorm = 411.5183, GNorm = 0.2505, lr_0 = 9.9527e-04
Validation prc-auc = 0.056397
Epoch 6871
Loss = 1.3054e-02, PNorm = 411.5367, GNorm = 0.0278, lr_0 = 9.9527e-04
Validation prc-auc = 0.063177
Epoch 6872
Loss = 1.3549e-02, PNorm = 411.5531, GNorm = 0.8993, lr_0 = 9.9527e-04
Validation prc-auc = 0.070698
Epoch 6873
Loss = 8.4233e-03, PNorm = 411.5742, GNorm = 0.0329, lr_0 = 9.9527e-04
Validation prc-auc = 0.076915
Epoch 6874
Loss = 6.7613e-02, PNorm = 411.5947, GNorm = 0.6174, lr_0 = 9.9527e-04
Validation prc-auc = 0.056603
Epoch 6875
Loss = 1.9102e-02, PNorm = 411.6281, GNorm = 0.0111, lr_0 = 9.9526e-04
Validation prc-auc = 0.049860
Epoch 6876
Loss = 3.4663e-02, PNorm = 411.6577, GNorm = 0.8328, lr_0 = 9.9526e-04
Validation prc-auc = 0.048953
Epoch 6877
Loss = 2.1473e-02, PNorm = 411.6972, GNorm = 0.8756, lr_0 = 9.9526e-04
Validation prc-auc = 0.054699
Epoch 6878
Loss = 2.6615e-02, PNorm = 411.7460, GNorm = 0.4041, lr_0 = 9.9526e-04
Validation prc-auc = 0.059388
Epoch 6879
Loss = 2.7512e-03, PNorm = 411.8035, GNorm = 0.0848, lr_0 = 9.9526e-04
Loss = 2.8470e-02, PNorm = 411.8361, GNorm = 1.4973, lr_0 = 9.9526e-04
Validation prc-auc = 0.063219
Epoch 6880
Loss = 4.7459e-02, PNorm = 411.8635, GNorm = 1.5990, lr_0 = 9.9526e-04
Validation prc-auc = 0.063507
Epoch 6881
Loss = 2.0773e-02, PNorm = 411.9017, GNorm = 0.6898, lr_0 = 9.9526e-04
Validation prc-auc = 0.069414
Epoch 6882
Loss = 2.5421e-02, PNorm = 411.9272, GNorm = 1.8119, lr_0 = 9.9526e-04
Validation prc-auc = 0.067796
Epoch 6883
Loss = 5.6635e-02, PNorm = 411.9511, GNorm = 2.0520, lr_0 = 9.9526e-04
Validation prc-auc = 0.067267
Epoch 6884
Loss = 2.1374e-02, PNorm = 411.9685, GNorm = 1.8002, lr_0 = 9.9526e-04
Validation prc-auc = 0.069259
Epoch 6885
Loss = 2.2699e-02, PNorm = 411.9839, GNorm = 1.4023, lr_0 = 9.9526e-04
Validation prc-auc = 0.072146
Epoch 6886
Loss = 1.2203e-02, PNorm = 412.0054, GNorm = 0.0733, lr_0 = 9.9526e-04
Validation prc-auc = 0.072396
Epoch 6887
Loss = 1.1914e-02, PNorm = 412.0277, GNorm = 1.4460, lr_0 = 9.9526e-04
Validation prc-auc = 0.069407
Epoch 6888
Loss = 1.8851e-02, PNorm = 412.0742, GNorm = 0.3095, lr_0 = 9.9526e-04
Validation prc-auc = 0.068972
Epoch 6889
Loss = 1.3195e-02, PNorm = 412.1062, GNorm = 1.0277, lr_0 = 9.9525e-04
Loss = 4.6847e-02, PNorm = 412.1358, GNorm = 0.7930, lr_0 = 9.9525e-04
Validation prc-auc = 0.063210
Epoch 6890
Loss = 2.6008e-02, PNorm = 412.1703, GNorm = 0.7067, lr_0 = 9.9525e-04
Validation prc-auc = 0.062514
Epoch 6891
Loss = 3.3842e-02, PNorm = 412.2032, GNorm = 0.0594, lr_0 = 9.9525e-04
Validation prc-auc = 0.072179
Epoch 6892
Loss = 3.5666e-02, PNorm = 412.2296, GNorm = 7.9628, lr_0 = 9.9525e-04
Validation prc-auc = 0.074289
Epoch 6893
Loss = 2.6070e-02, PNorm = 412.2624, GNorm = 0.1940, lr_0 = 9.9525e-04
Validation prc-auc = 0.075708
Epoch 6894
Loss = 3.8269e-02, PNorm = 412.2922, GNorm = 2.5694, lr_0 = 9.9525e-04
Validation prc-auc = 0.076763
Epoch 6895
Loss = 3.6868e-02, PNorm = 412.3151, GNorm = 0.4838, lr_0 = 9.9525e-04
Validation prc-auc = 0.074344
Epoch 6896
Loss = 4.2994e-02, PNorm = 412.3574, GNorm = 1.4827, lr_0 = 9.9525e-04
Validation prc-auc = 0.064491
Epoch 6897
Loss = 1.8997e-02, PNorm = 412.4014, GNorm = 1.0956, lr_0 = 9.9525e-04
Validation prc-auc = 0.060241
Epoch 6898
Loss = 2.0096e-03, PNorm = 412.4339, GNorm = 0.0537, lr_0 = 9.9525e-04
Validation prc-auc = 0.051770
Epoch 6899
Loss = 1.0030e-01, PNorm = 412.4604, GNorm = 1.2438, lr_0 = 9.9525e-04
Loss = 2.7722e-02, PNorm = 412.4919, GNorm = 0.3143, lr_0 = 9.9525e-04
Validation prc-auc = 0.051583
Epoch 6900
Loss = 1.0883e-02, PNorm = 412.5263, GNorm = 0.1033, lr_0 = 9.9525e-04
Validation prc-auc = 0.072145
Epoch 6901
Loss = 1.4355e-02, PNorm = 412.5455, GNorm = 2.1986, lr_0 = 9.9524e-04
Validation prc-auc = 0.072036
Epoch 6902
Loss = 2.0259e-02, PNorm = 412.5537, GNorm = 1.4164, lr_0 = 9.9524e-04
Validation prc-auc = 0.075847
Epoch 6903
Loss = 6.9576e-02, PNorm = 412.5691, GNorm = 0.1213, lr_0 = 9.9524e-04
Validation prc-auc = 0.070587
Epoch 6904
Loss = 1.6168e-02, PNorm = 412.6048, GNorm = 0.0398, lr_0 = 9.9524e-04
Validation prc-auc = 0.082591
Epoch 6905
Loss = 1.4622e-02, PNorm = 412.6285, GNorm = 0.0515, lr_0 = 9.9524e-04
Validation prc-auc = 0.071955
Epoch 6906
Loss = 2.9035e-02, PNorm = 412.6433, GNorm = 0.0247, lr_0 = 9.9524e-04
Validation prc-auc = 0.059102
Epoch 6907
Loss = 2.4637e-02, PNorm = 412.6682, GNorm = 1.5065, lr_0 = 9.9524e-04
Validation prc-auc = 0.057578
Epoch 6908
Loss = 3.5749e-03, PNorm = 412.6995, GNorm = 0.0560, lr_0 = 9.9524e-04
Validation prc-auc = 0.063455
Epoch 6909
Loss = 4.1623e-04, PNorm = 412.7215, GNorm = 0.0155, lr_0 = 9.9524e-04
Loss = 2.0779e-02, PNorm = 412.7429, GNorm = 0.0544, lr_0 = 9.9524e-04
Validation prc-auc = 0.058554
Epoch 6910
Loss = 2.0193e-02, PNorm = 412.7583, GNorm = 3.3040, lr_0 = 9.9524e-04
Validation prc-auc = 0.062945
Epoch 6911
Loss = 1.8549e-02, PNorm = 412.7740, GNorm = 1.2223, lr_0 = 9.9524e-04
Validation prc-auc = 0.068260
Epoch 6912
Loss = 4.9600e-02, PNorm = 412.7927, GNorm = 3.4046, lr_0 = 9.9524e-04
Validation prc-auc = 0.057065
Epoch 6913
Loss = 2.2895e-02, PNorm = 412.8144, GNorm = 0.3520, lr_0 = 9.9524e-04
Validation prc-auc = 0.053145
Epoch 6914
Loss = 9.6437e-03, PNorm = 412.8380, GNorm = 0.7148, lr_0 = 9.9524e-04
Validation prc-auc = 0.053723
Epoch 6915
Loss = 2.2131e-02, PNorm = 412.8588, GNorm = 1.5823, lr_0 = 9.9523e-04
Validation prc-auc = 0.055671
Epoch 6916
Loss = 4.1143e-02, PNorm = 412.8835, GNorm = 1.4398, lr_0 = 9.9523e-04
Validation prc-auc = 0.055311
Epoch 6917
Loss = 4.7631e-03, PNorm = 412.9085, GNorm = 0.2937, lr_0 = 9.9523e-04
Validation prc-auc = 0.055430
Epoch 6918
Loss = 1.8174e-03, PNorm = 412.9221, GNorm = 0.0793, lr_0 = 9.9523e-04
Validation prc-auc = 0.057176
Epoch 6919
Loss = 2.6437e-03, PNorm = 412.9319, GNorm = 0.1154, lr_0 = 9.9523e-04
Loss = 2.4404e-02, PNorm = 412.9449, GNorm = 0.0803, lr_0 = 9.9523e-04
Validation prc-auc = 0.057927
Epoch 6920
Loss = 1.4785e-02, PNorm = 412.9600, GNorm = 0.4415, lr_0 = 9.9523e-04
Validation prc-auc = 0.062362
Epoch 6921
Loss = 2.6034e-02, PNorm = 412.9711, GNorm = 0.6387, lr_0 = 9.9523e-04
Validation prc-auc = 0.051336
Epoch 6922
Loss = 3.4079e-02, PNorm = 412.9856, GNorm = 0.6117, lr_0 = 9.9523e-04
Validation prc-auc = 0.057183
Epoch 6923
Loss = 4.0772e-02, PNorm = 413.0053, GNorm = 1.1674, lr_0 = 9.9523e-04
Validation prc-auc = 0.053918
Epoch 6924
Loss = 1.3732e-02, PNorm = 413.0371, GNorm = 0.3046, lr_0 = 9.9523e-04
Validation prc-auc = 0.049528
Epoch 6925
Loss = 1.4432e-02, PNorm = 413.0633, GNorm = 0.6947, lr_0 = 9.9523e-04
Validation prc-auc = 0.052095
Epoch 6926
Loss = 1.3662e-02, PNorm = 413.0818, GNorm = 0.8747, lr_0 = 9.9523e-04
Validation prc-auc = 0.065327
Epoch 6927
Loss = 7.3913e-03, PNorm = 413.1068, GNorm = 0.1797, lr_0 = 9.9523e-04
Validation prc-auc = 0.074476
Epoch 6928
Loss = 1.9029e-03, PNorm = 413.1269, GNorm = 0.0666, lr_0 = 9.9522e-04
Validation prc-auc = 0.075854
Epoch 6929
Loss = 2.1779e-02, PNorm = 413.1381, GNorm = 0.6299, lr_0 = 9.9522e-04
Loss = 4.5537e-02, PNorm = 413.1503, GNorm = 2.9573, lr_0 = 9.9522e-04
Validation prc-auc = 0.072231
Epoch 6930
Loss = 2.2136e-02, PNorm = 413.1809, GNorm = 0.9163, lr_0 = 9.9522e-04
Validation prc-auc = 0.068828
Epoch 6931
Loss = 2.0635e-02, PNorm = 413.2089, GNorm = 1.7713, lr_0 = 9.9522e-04
Validation prc-auc = 0.061426
Epoch 6932
Loss = 1.9785e-02, PNorm = 413.2342, GNorm = 0.2269, lr_0 = 9.9522e-04
Validation prc-auc = 0.065644
Epoch 6933
Loss = 2.3396e-02, PNorm = 413.2534, GNorm = 1.7732, lr_0 = 9.9522e-04
Validation prc-auc = 0.071698
Epoch 6934
Loss = 1.3600e-02, PNorm = 413.2736, GNorm = 0.3267, lr_0 = 9.9522e-04
Validation prc-auc = 0.061764
Epoch 6935
Loss = 4.8930e-02, PNorm = 413.2961, GNorm = 0.1135, lr_0 = 9.9522e-04
Validation prc-auc = 0.066975
Epoch 6936
Loss = 1.7400e-03, PNorm = 413.3160, GNorm = 0.0560, lr_0 = 9.9522e-04
Validation prc-auc = 0.066591
Epoch 6937
Loss = 8.6858e-03, PNorm = 413.3330, GNorm = 0.4935, lr_0 = 9.9522e-04
Validation prc-auc = 0.066395
Epoch 6938
Loss = 9.0202e-03, PNorm = 413.3568, GNorm = 0.5605, lr_0 = 9.9522e-04
Validation prc-auc = 0.060639
Epoch 6939
Loss = 3.7861e-02, PNorm = 413.3896, GNorm = 1.7026, lr_0 = 9.9522e-04
Loss = 2.7186e-02, PNorm = 413.4151, GNorm = 1.7041, lr_0 = 9.9522e-04
Validation prc-auc = 0.062211
Epoch 6940
Loss = 5.8876e-02, PNorm = 413.4413, GNorm = 1.8164, lr_0 = 9.9522e-04
Validation prc-auc = 0.061291
Epoch 6941
Loss = 3.8776e-02, PNorm = 413.4765, GNorm = 0.1209, lr_0 = 9.9521e-04
Validation prc-auc = 0.061573
Epoch 6942
Loss = 1.8917e-02, PNorm = 413.5008, GNorm = 0.2591, lr_0 = 9.9521e-04
Validation prc-auc = 0.061630
Epoch 6943
Loss = 2.8597e-02, PNorm = 413.5158, GNorm = 0.5424, lr_0 = 9.9521e-04
Validation prc-auc = 0.050202
Epoch 6944
Loss = 1.3601e-01, PNorm = 413.5378, GNorm = 3.6034, lr_0 = 9.9521e-04
Validation prc-auc = 0.060613
Epoch 6945
Loss = 2.6884e-02, PNorm = 413.5766, GNorm = 0.0273, lr_0 = 9.9521e-04
Validation prc-auc = 0.053474
Epoch 6946
Loss = 1.6943e-02, PNorm = 413.6101, GNorm = 1.1096, lr_0 = 9.9521e-04
Validation prc-auc = 0.053669
Epoch 6947
Loss = 5.5638e-03, PNorm = 413.6452, GNorm = 0.1137, lr_0 = 9.9521e-04
Validation prc-auc = 0.050714
Epoch 6948
Loss = 1.1149e-02, PNorm = 413.6717, GNorm = 0.5704, lr_0 = 9.9521e-04
Validation prc-auc = 0.053697
Epoch 6949
Loss = 4.6804e-02, PNorm = 413.6878, GNorm = 1.9035, lr_0 = 9.9521e-04
Loss = 2.0901e-02, PNorm = 413.7021, GNorm = 0.0299, lr_0 = 9.9521e-04
Validation prc-auc = 0.052205
Epoch 6950
Loss = 9.6261e-03, PNorm = 413.7151, GNorm = 0.8389, lr_0 = 9.9521e-04
Validation prc-auc = 0.053792
Epoch 6951
Loss = 9.3711e-03, PNorm = 413.7291, GNorm = 0.1437, lr_0 = 9.9521e-04
Validation prc-auc = 0.054821
Epoch 6952
Loss = 1.5016e-02, PNorm = 413.7487, GNorm = 0.6199, lr_0 = 9.9521e-04
Validation prc-auc = 0.050454
Epoch 6953
Loss = 1.2607e-02, PNorm = 413.7685, GNorm = 0.0362, lr_0 = 9.9521e-04
Validation prc-auc = 0.048447
Epoch 6954
Loss = 1.6802e-02, PNorm = 413.7813, GNorm = 0.0812, lr_0 = 9.9521e-04
Validation prc-auc = 0.053672
Epoch 6955
Loss = 5.6346e-03, PNorm = 413.7902, GNorm = 0.0993, lr_0 = 9.9520e-04
Validation prc-auc = 0.054474
Epoch 6956
Loss = 9.8539e-03, PNorm = 413.7984, GNorm = 0.4702, lr_0 = 9.9520e-04
Validation prc-auc = 0.053878
Epoch 6957
Loss = 1.5533e-02, PNorm = 413.8155, GNorm = 0.1423, lr_0 = 9.9520e-04
Validation prc-auc = 0.053378
Epoch 6958
Loss = 2.0833e-03, PNorm = 413.8275, GNorm = 0.1465, lr_0 = 9.9520e-04
Validation prc-auc = 0.053900
Epoch 6959
Loss = 9.3649e-02, PNorm = 413.8368, GNorm = 2.6910, lr_0 = 9.9520e-04
Loss = 5.1198e-03, PNorm = 413.8453, GNorm = 0.0435, lr_0 = 9.9520e-04
Validation prc-auc = 0.051164
Epoch 6960
Loss = 3.8541e-02, PNorm = 413.8539, GNorm = 0.1662, lr_0 = 9.9520e-04
Validation prc-auc = 0.050309
Epoch 6961
Loss = 1.9902e-02, PNorm = 413.8764, GNorm = 0.0412, lr_0 = 9.9520e-04
Validation prc-auc = 0.055407
Epoch 6962
Loss = 2.6111e-02, PNorm = 413.9087, GNorm = 0.1133, lr_0 = 9.9520e-04
Validation prc-auc = 0.055171
Epoch 6963
Loss = 5.4983e-02, PNorm = 413.9401, GNorm = 0.1972, lr_0 = 9.9520e-04
Validation prc-auc = 0.047541
Epoch 6964
Loss = 9.9863e-03, PNorm = 413.9683, GNorm = 0.5192, lr_0 = 9.9520e-04
Validation prc-auc = 0.052135
Epoch 6965
Loss = 1.5007e-02, PNorm = 413.9941, GNorm = 0.5166, lr_0 = 9.9520e-04
Validation prc-auc = 0.055251
Epoch 6966
Loss = 1.6373e-02, PNorm = 414.0223, GNorm = 1.5372, lr_0 = 9.9520e-04
Validation prc-auc = 0.063454
Epoch 6967
Loss = 2.6252e-02, PNorm = 414.0484, GNorm = 0.5921, lr_0 = 9.9520e-04
Validation prc-auc = 0.053097
Epoch 6968
Loss = 3.6353e-03, PNorm = 414.0719, GNorm = 0.2222, lr_0 = 9.9519e-04
Validation prc-auc = 0.054478
Epoch 6969
Loss = 3.3127e-03, PNorm = 414.0961, GNorm = 0.2190, lr_0 = 9.9519e-04
Loss = 4.6123e-02, PNorm = 414.1270, GNorm = 1.7422, lr_0 = 9.9519e-04
Validation prc-auc = 0.050501
Epoch 6970
Loss = 1.5330e-02, PNorm = 414.1548, GNorm = 1.7303, lr_0 = 9.9519e-04
Validation prc-auc = 0.048232
Epoch 6971
Loss = 3.2199e-02, PNorm = 414.1752, GNorm = 0.0334, lr_0 = 9.9519e-04
Validation prc-auc = 0.049305
Epoch 6972
Loss = 3.6552e-02, PNorm = 414.1967, GNorm = 2.2814, lr_0 = 9.9519e-04
Validation prc-auc = 0.048459
Epoch 6973
Loss = 2.5558e-02, PNorm = 414.2304, GNorm = 0.0214, lr_0 = 9.9519e-04
Validation prc-auc = 0.057979
Epoch 6974
Loss = 2.9225e-02, PNorm = 414.2519, GNorm = 0.7458, lr_0 = 9.9519e-04
Validation prc-auc = 0.051922
Epoch 6975
Loss = 2.2009e-02, PNorm = 414.2737, GNorm = 1.9343, lr_0 = 9.9519e-04
Validation prc-auc = 0.053275
Epoch 6976
Loss = 1.8595e-02, PNorm = 414.3049, GNorm = 0.3262, lr_0 = 9.9519e-04
Validation prc-auc = 0.058977
Epoch 6977
Loss = 2.1845e-02, PNorm = 414.3323, GNorm = 0.2953, lr_0 = 9.9519e-04
Validation prc-auc = 0.056178
Epoch 6978
Loss = 3.5080e-02, PNorm = 414.3585, GNorm = 0.0765, lr_0 = 9.9519e-04
Validation prc-auc = 0.047394
Epoch 6979
Loss = 1.2246e-02, PNorm = 414.3808, GNorm = 0.7513, lr_0 = 9.9519e-04
Loss = 3.1483e-02, PNorm = 414.4214, GNorm = 0.2909, lr_0 = 9.9519e-04
Validation prc-auc = 0.046790
Epoch 6980
Loss = 2.1385e-02, PNorm = 414.4567, GNorm = 1.2945, lr_0 = 9.9519e-04
Validation prc-auc = 0.047823
Epoch 6981
Loss = 2.5235e-02, PNorm = 414.4905, GNorm = 0.3332, lr_0 = 9.9518e-04
Validation prc-auc = 0.053116
Epoch 6982
Loss = 1.9155e-02, PNorm = 414.5164, GNorm = 0.1864, lr_0 = 9.9518e-04
Validation prc-auc = 0.054840
Epoch 6983
Loss = 1.4480e-02, PNorm = 414.5374, GNorm = 0.0656, lr_0 = 9.9518e-04
Validation prc-auc = 0.048372
Epoch 6984
Loss = 1.7518e-02, PNorm = 414.5531, GNorm = 0.0227, lr_0 = 9.9518e-04
Validation prc-auc = 0.048519
Epoch 6985
Loss = 2.3797e-02, PNorm = 414.5645, GNorm = 2.1589, lr_0 = 9.9518e-04
Validation prc-auc = 0.054081
Epoch 6986
Loss = 9.8451e-03, PNorm = 414.5802, GNorm = 0.3399, lr_0 = 9.9518e-04
Validation prc-auc = 0.071763
Epoch 6987
Loss = 1.1113e-02, PNorm = 414.5971, GNorm = 0.7856, lr_0 = 9.9518e-04
Validation prc-auc = 0.061806
Epoch 6988
Loss = 4.6300e-02, PNorm = 414.6171, GNorm = 1.7354, lr_0 = 9.9518e-04
Validation prc-auc = 0.051765
Epoch 6989
Loss = 6.5805e-02, PNorm = 414.6357, GNorm = 2.8156, lr_0 = 9.9518e-04
Loss = 3.5325e-02, PNorm = 414.6843, GNorm = 0.0734, lr_0 = 9.9518e-04
Validation prc-auc = 0.066687
Epoch 6990
Loss = 1.0255e-02, PNorm = 414.7148, GNorm = 0.9475, lr_0 = 9.9518e-04
Validation prc-auc = 0.066469
Epoch 6991
Loss = 2.3777e-02, PNorm = 414.7331, GNorm = 0.1900, lr_0 = 9.9518e-04
Validation prc-auc = 0.064328
Epoch 6992
Loss = 6.7355e-02, PNorm = 414.7629, GNorm = 0.2299, lr_0 = 9.9518e-04
Validation prc-auc = 0.062787
Epoch 6993
Loss = 1.1730e-02, PNorm = 414.8040, GNorm = 1.3988, lr_0 = 9.9518e-04
Validation prc-auc = 0.068573
Epoch 6994
Loss = 1.4266e-02, PNorm = 414.8360, GNorm = 0.0411, lr_0 = 9.9517e-04
Validation prc-auc = 0.062413
Epoch 6995
Loss = 2.2544e-02, PNorm = 414.8695, GNorm = 0.1294, lr_0 = 9.9517e-04
Validation prc-auc = 0.058705
Epoch 6996
Loss = 2.0927e-02, PNorm = 414.8976, GNorm = 1.7992, lr_0 = 9.9517e-04
Validation prc-auc = 0.061752
Epoch 6997
Loss = 9.2771e-02, PNorm = 414.9103, GNorm = 5.2131, lr_0 = 9.9517e-04
Validation prc-auc = 0.041510
Epoch 6998
Loss = 5.3093e-02, PNorm = 414.9581, GNorm = 4.3361, lr_0 = 9.9517e-04
Validation prc-auc = 0.060292
Epoch 6999
Loss = 2.6219e-03, PNorm = 415.0274, GNorm = 0.1391, lr_0 = 9.9517e-04
Loss = 2.6406e-02, PNorm = 415.0666, GNorm = 0.4664, lr_0 = 9.9517e-04
Validation prc-auc = 0.061091
Epoch 7000
Loss = 6.6290e-02, PNorm = 415.0860, GNorm = 0.4375, lr_0 = 9.9517e-04
Validation prc-auc = 0.043421
Epoch 7001
Loss = 5.7105e-02, PNorm = 415.1268, GNorm = 0.5481, lr_0 = 9.9517e-04
Validation prc-auc = 0.051656
Epoch 7002
Loss = 5.8223e-03, PNorm = 415.1686, GNorm = 1.3413, lr_0 = 9.9517e-04
Validation prc-auc = 0.055876
Epoch 7003
Loss = 2.7132e-02, PNorm = 415.1938, GNorm = 0.3282, lr_0 = 9.9517e-04
Validation prc-auc = 0.057029
Epoch 7004
Loss = 5.6132e-02, PNorm = 415.2114, GNorm = 0.1958, lr_0 = 9.9517e-04
Validation prc-auc = 0.048491
Epoch 7005
Loss = 6.0466e-03, PNorm = 415.2322, GNorm = 0.1323, lr_0 = 9.9517e-04
Validation prc-auc = 0.048262
Epoch 7006
Loss = 2.9823e-03, PNorm = 415.2491, GNorm = 0.2172, lr_0 = 9.9517e-04
Validation prc-auc = 0.046251
Epoch 7007
Loss = 6.2014e-03, PNorm = 415.2675, GNorm = 0.0685, lr_0 = 9.9517e-04
Validation prc-auc = 0.045696
Epoch 7008
Loss = 5.6554e-02, PNorm = 415.2850, GNorm = 1.6050, lr_0 = 9.9516e-04
Validation prc-auc = 0.038231
Epoch 7009
Loss = 7.8319e-02, PNorm = 415.3123, GNorm = 2.0199, lr_0 = 9.9516e-04
Loss = 2.6850e-02, PNorm = 415.3560, GNorm = 0.0284, lr_0 = 9.9516e-04
Validation prc-auc = 0.035206
Epoch 7010
Loss = 2.2064e-02, PNorm = 415.3923, GNorm = 0.1276, lr_0 = 9.9516e-04
Validation prc-auc = 0.035459
Epoch 7011
Loss = 4.3210e-02, PNorm = 415.4191, GNorm = 1.2448, lr_0 = 9.9516e-04
Validation prc-auc = 0.041463
Epoch 7012
Loss = 2.6704e-02, PNorm = 415.4389, GNorm = 1.2928, lr_0 = 9.9516e-04
Validation prc-auc = 0.042051
Epoch 7013
Loss = 2.0978e-02, PNorm = 415.4595, GNorm = 0.2064, lr_0 = 9.9516e-04
Validation prc-auc = 0.042735
Epoch 7014
Loss = 5.8751e-02, PNorm = 415.4843, GNorm = 0.0439, lr_0 = 9.9516e-04
Validation prc-auc = 0.036726
Epoch 7015
Loss = 8.8162e-03, PNorm = 415.5131, GNorm = 0.3903, lr_0 = 9.9516e-04
Validation prc-auc = 0.042139
Epoch 7016
Loss = 2.6160e-02, PNorm = 415.5443, GNorm = 0.3768, lr_0 = 9.9516e-04
Validation prc-auc = 0.040905
Epoch 7017
Loss = 4.9411e-02, PNorm = 415.5682, GNorm = 2.7930, lr_0 = 9.9516e-04
Validation prc-auc = 0.046389
Epoch 7018
Loss = 7.0405e-02, PNorm = 415.5958, GNorm = 0.5543, lr_0 = 9.9516e-04
Validation prc-auc = 0.045084
Epoch 7019
Loss = 3.6649e-02, PNorm = 415.6356, GNorm = 2.1476, lr_0 = 9.9516e-04
Loss = 1.8639e-02, PNorm = 415.6659, GNorm = 1.5007, lr_0 = 9.9516e-04
Validation prc-auc = 0.044880
Epoch 7020
Loss = 2.2264e-02, PNorm = 415.6911, GNorm = 0.0764, lr_0 = 9.9515e-04
Validation prc-auc = 0.045392
Epoch 7021
Loss = 4.2951e-02, PNorm = 415.7163, GNorm = 0.1385, lr_0 = 9.9515e-04
Validation prc-auc = 0.041348
Epoch 7022
Loss = 1.7640e-02, PNorm = 415.7395, GNorm = 1.5592, lr_0 = 9.9515e-04
Validation prc-auc = 0.040720
Epoch 7023
Loss = 3.0211e-02, PNorm = 415.7654, GNorm = 0.8350, lr_0 = 9.9515e-04
Validation prc-auc = 0.040379
Epoch 7024
Loss = 6.1122e-02, PNorm = 415.8099, GNorm = 0.7515, lr_0 = 9.9515e-04
Validation prc-auc = 0.044555
Epoch 7025
Loss = 4.2047e-03, PNorm = 415.8477, GNorm = 0.0170, lr_0 = 9.9515e-04
Validation prc-auc = 0.043614
Epoch 7026
Loss = 4.7072e-02, PNorm = 415.8694, GNorm = 1.5243, lr_0 = 9.9515e-04
Validation prc-auc = 0.041094
Epoch 7027
Loss = 7.6043e-02, PNorm = 415.8891, GNorm = 1.6179, lr_0 = 9.9515e-04
Validation prc-auc = 0.037339
Epoch 7028
Loss = 2.3511e-02, PNorm = 415.9315, GNorm = 0.9384, lr_0 = 9.9515e-04
Validation prc-auc = 0.048240
Epoch 7029
Loss = 5.1212e-04, PNorm = 415.9672, GNorm = 0.0517, lr_0 = 9.9515e-04
Loss = 1.8801e-02, PNorm = 415.9822, GNorm = 0.5608, lr_0 = 9.9515e-04
Validation prc-auc = 0.042786
Epoch 7030
Loss = 7.5219e-02, PNorm = 416.0023, GNorm = 1.5324, lr_0 = 9.9515e-04
Validation prc-auc = 0.030224
Epoch 7031
Loss = 2.8327e-02, PNorm = 416.0494, GNorm = 1.0379, lr_0 = 9.9515e-04
Validation prc-auc = 0.031715
Epoch 7032
Loss = 1.6086e-02, PNorm = 416.0995, GNorm = 0.1146, lr_0 = 9.9515e-04
Validation prc-auc = 0.036827
Epoch 7033
Loss = 3.6015e-02, PNorm = 416.1269, GNorm = 0.0628, lr_0 = 9.9515e-04
Validation prc-auc = 0.037443
Epoch 7034
Loss = 1.9503e-02, PNorm = 416.1558, GNorm = 0.1812, lr_0 = 9.9514e-04
Validation prc-auc = 0.042219
Epoch 7035
Loss = 5.4304e-02, PNorm = 416.1781, GNorm = 2.0909, lr_0 = 9.9514e-04
Validation prc-auc = 0.043131
Epoch 7036
Loss = 2.3568e-02, PNorm = 416.1936, GNorm = 0.4023, lr_0 = 9.9514e-04
Validation prc-auc = 0.034985
Epoch 7037
Loss = 8.6223e-03, PNorm = 416.2105, GNorm = 0.6609, lr_0 = 9.9514e-04
Validation prc-auc = 0.038009
Epoch 7038
Loss = 3.4264e-02, PNorm = 416.2269, GNorm = 2.3376, lr_0 = 9.9514e-04
Validation prc-auc = 0.050568
Epoch 7039
Loss = 3.5137e-04, PNorm = 416.2474, GNorm = 0.0107, lr_0 = 9.9514e-04
Loss = 4.5120e-02, PNorm = 416.2674, GNorm = 0.0929, lr_0 = 9.9514e-04
Validation prc-auc = 0.039937
Epoch 7040
Loss = 4.2404e-02, PNorm = 416.3019, GNorm = 1.5113, lr_0 = 9.9514e-04
Validation prc-auc = 0.046635
Epoch 7041
Loss = 2.8077e-02, PNorm = 416.3268, GNorm = 0.0826, lr_0 = 9.9514e-04
Validation prc-auc = 0.036133
Epoch 7042
Loss = 3.6261e-02, PNorm = 416.3507, GNorm = 2.0726, lr_0 = 9.9514e-04
Validation prc-auc = 0.039870
Epoch 7043
Loss = 4.5041e-02, PNorm = 416.3836, GNorm = 0.2768, lr_0 = 9.9514e-04
Validation prc-auc = 0.040966
Epoch 7044
Loss = 1.1539e-02, PNorm = 416.4188, GNorm = 1.0703, lr_0 = 9.9514e-04
Validation prc-auc = 0.038049
Epoch 7045
Loss = 1.1100e-02, PNorm = 416.4543, GNorm = 1.5688, lr_0 = 9.9514e-04
Validation prc-auc = 0.046690
Epoch 7046
Loss = 2.4909e-02, PNorm = 416.4787, GNorm = 1.1469, lr_0 = 9.9514e-04
Validation prc-auc = 0.038286
Epoch 7047
Loss = 2.6027e-02, PNorm = 416.5114, GNorm = 1.7875, lr_0 = 9.9514e-04
Validation prc-auc = 0.029522
Epoch 7048
Loss = 3.6353e-02, PNorm = 416.5533, GNorm = 1.2192, lr_0 = 9.9513e-04
Validation prc-auc = 0.039902
Epoch 7049
Loss = 7.8865e-03, PNorm = 416.5848, GNorm = 0.3730, lr_0 = 9.9513e-04
Loss = 3.5035e-02, PNorm = 416.6126, GNorm = 1.1551, lr_0 = 9.9513e-04
Validation prc-auc = 0.040445
Epoch 7050
Loss = 2.8758e-02, PNorm = 416.6400, GNorm = 2.4038, lr_0 = 9.9513e-04
Validation prc-auc = 0.039890
Epoch 7051
Loss = 2.9141e-02, PNorm = 416.6760, GNorm = 1.2000, lr_0 = 9.9513e-04
Validation prc-auc = 0.049980
Epoch 7052
Loss = 2.5910e-02, PNorm = 416.6951, GNorm = 0.8335, lr_0 = 9.9513e-04
Validation prc-auc = 0.041715
Epoch 7053
Loss = 3.0148e-02, PNorm = 416.7225, GNorm = 0.0225, lr_0 = 9.9513e-04
Validation prc-auc = 0.042415
Epoch 7054
Loss = 4.7301e-02, PNorm = 416.7424, GNorm = 1.4821, lr_0 = 9.9513e-04
Validation prc-auc = 0.052200
Epoch 7055
Loss = 1.3955e-02, PNorm = 416.7694, GNorm = 0.5796, lr_0 = 9.9513e-04
Validation prc-auc = 0.056561
Epoch 7056
Loss = 2.0996e-02, PNorm = 416.8031, GNorm = 0.4840, lr_0 = 9.9513e-04
Validation prc-auc = 0.058734
Epoch 7057
Loss = 2.4751e-02, PNorm = 416.8370, GNorm = 0.0497, lr_0 = 9.9513e-04
Validation prc-auc = 0.063060
Epoch 7058
Loss = 2.9837e-03, PNorm = 416.8648, GNorm = 0.0615, lr_0 = 9.9513e-04
Validation prc-auc = 0.060597
Epoch 7059
Loss = 2.2206e-02, PNorm = 416.8926, GNorm = 1.0809, lr_0 = 9.9513e-04
Loss = 2.0643e-02, PNorm = 416.9186, GNorm = 0.0317, lr_0 = 9.9513e-04
Validation prc-auc = 0.058327
Epoch 7060
Loss = 1.7330e-02, PNorm = 416.9463, GNorm = 1.1806, lr_0 = 9.9512e-04
Validation prc-auc = 0.058732
Epoch 7061
Loss = 6.8811e-02, PNorm = 416.9733, GNorm = 0.1941, lr_0 = 9.9512e-04
Validation prc-auc = 0.036817
Epoch 7062
Loss = 7.1128e-02, PNorm = 417.0112, GNorm = 1.1378, lr_0 = 9.9512e-04
Validation prc-auc = 0.039132
Epoch 7063
Loss = 2.2157e-02, PNorm = 417.0534, GNorm = 0.8803, lr_0 = 9.9512e-04
Validation prc-auc = 0.036024
Epoch 7064
Loss = 4.4520e-02, PNorm = 417.0964, GNorm = 0.7135, lr_0 = 9.9512e-04
Validation prc-auc = 0.030600
Epoch 7065
Loss = 3.8257e-02, PNorm = 417.1240, GNorm = 0.5493, lr_0 = 9.9512e-04
Validation prc-auc = 0.031396
Epoch 7066
Loss = 1.2409e-02, PNorm = 417.1442, GNorm = 0.7550, lr_0 = 9.9512e-04
Validation prc-auc = 0.038950
Epoch 7067
Loss = 5.6206e-02, PNorm = 417.1630, GNorm = 1.6267, lr_0 = 9.9512e-04
Validation prc-auc = 0.041947
Epoch 7068
Loss = 7.0590e-03, PNorm = 417.1850, GNorm = 0.5326, lr_0 = 9.9512e-04
Validation prc-auc = 0.043895
Epoch 7069
Loss = 2.2831e-02, PNorm = 417.2099, GNorm = 0.9484, lr_0 = 9.9512e-04
Loss = 2.8880e-02, PNorm = 417.2390, GNorm = 0.8971, lr_0 = 9.9512e-04
Validation prc-auc = 0.045319
Epoch 7070
Loss = 5.9358e-02, PNorm = 417.2743, GNorm = 0.2342, lr_0 = 9.9512e-04
Validation prc-auc = 0.046829
Epoch 7071
Loss = 2.5504e-02, PNorm = 417.3086, GNorm = 0.7466, lr_0 = 9.9512e-04
Validation prc-auc = 0.053511
Epoch 7072
Loss = 8.7302e-02, PNorm = 417.3473, GNorm = 0.0513, lr_0 = 9.9512e-04
Validation prc-auc = 0.048897
Epoch 7073
Loss = 5.4099e-02, PNorm = 417.3823, GNorm = 3.0494, lr_0 = 9.9512e-04
Validation prc-auc = 0.037087
Epoch 7074
Loss = 7.0348e-02, PNorm = 417.4137, GNorm = 1.1880, lr_0 = 9.9511e-04
Validation prc-auc = 0.036638
Epoch 7075
Loss = 1.5063e-02, PNorm = 417.4525, GNorm = 0.8450, lr_0 = 9.9511e-04
Validation prc-auc = 0.046182
Epoch 7076
Loss = 4.0426e-02, PNorm = 417.4755, GNorm = 1.8572, lr_0 = 9.9511e-04
Validation prc-auc = 0.045041
Epoch 7077
Loss = 5.0378e-03, PNorm = 417.5039, GNorm = 0.0313, lr_0 = 9.9511e-04
Validation prc-auc = 0.043286
Epoch 7078
Loss = 2.5434e-02, PNorm = 417.5313, GNorm = 1.5500, lr_0 = 9.9511e-04
Validation prc-auc = 0.038997
Epoch 7079
Loss = 1.2708e-03, PNorm = 417.5535, GNorm = 0.0332, lr_0 = 9.9511e-04
Loss = 1.5073e-02, PNorm = 417.5786, GNorm = 0.0467, lr_0 = 9.9511e-04
Validation prc-auc = 0.044022
Epoch 7080
Loss = 3.2583e-02, PNorm = 417.6029, GNorm = 0.2043, lr_0 = 9.9511e-04
Validation prc-auc = 0.042412
Epoch 7081
Loss = 1.3103e-02, PNorm = 417.6198, GNorm = 1.7590, lr_0 = 9.9511e-04
Validation prc-auc = 0.043496
Epoch 7082
Loss = 1.8536e-02, PNorm = 417.6443, GNorm = 0.5418, lr_0 = 9.9511e-04
Validation prc-auc = 0.043756
Epoch 7083
Loss = 4.9920e-02, PNorm = 417.6727, GNorm = 0.2515, lr_0 = 9.9511e-04
Validation prc-auc = 0.044353
Epoch 7084
Loss = 9.2136e-03, PNorm = 417.7007, GNorm = 0.8933, lr_0 = 9.9511e-04
Validation prc-auc = 0.043396
Epoch 7085
Loss = 1.1587e-02, PNorm = 417.7321, GNorm = 1.4426, lr_0 = 9.9511e-04
Validation prc-auc = 0.041476
Epoch 7086
Loss = 4.1359e-03, PNorm = 417.7495, GNorm = 0.1376, lr_0 = 9.9511e-04
Validation prc-auc = 0.046337
Epoch 7087
Loss = 2.0342e-02, PNorm = 417.7683, GNorm = 0.4232, lr_0 = 9.9510e-04
Validation prc-auc = 0.049835
Epoch 7088
Loss = 8.0777e-02, PNorm = 417.8135, GNorm = 0.8130, lr_0 = 9.9510e-04
Validation prc-auc = 0.048494
Epoch 7089
Loss = 1.6530e-02, PNorm = 417.8560, GNorm = 1.0253, lr_0 = 9.9510e-04
Loss = 2.5427e-02, PNorm = 417.8780, GNorm = 0.3545, lr_0 = 9.9510e-04
Validation prc-auc = 0.052264
Epoch 7090
Loss = 3.7881e-02, PNorm = 417.9087, GNorm = 0.1793, lr_0 = 9.9510e-04
Validation prc-auc = 0.052085
Epoch 7091
Loss = 5.7400e-02, PNorm = 417.9443, GNorm = 1.5769, lr_0 = 9.9510e-04
Validation prc-auc = 0.049729
Epoch 7092
Loss = 1.9366e-02, PNorm = 417.9717, GNorm = 0.0829, lr_0 = 9.9510e-04
Validation prc-auc = 0.045404
Epoch 7093
Loss = 3.1741e-02, PNorm = 418.0020, GNorm = 1.2058, lr_0 = 9.9510e-04
Validation prc-auc = 0.054073
Epoch 7094
Loss = 8.7557e-02, PNorm = 418.0334, GNorm = 1.6169, lr_0 = 9.9510e-04
Validation prc-auc = 0.053165
Epoch 7095
Loss = 2.4100e-02, PNorm = 418.0687, GNorm = 1.0131, lr_0 = 9.9510e-04
Validation prc-auc = 0.053277
Epoch 7096
Loss = 8.0545e-02, PNorm = 418.1023, GNorm = 0.0557, lr_0 = 9.9510e-04
Validation prc-auc = 0.041292
Epoch 7097
Loss = 4.1759e-02, PNorm = 418.1449, GNorm = 2.0990, lr_0 = 9.9510e-04
Validation prc-auc = 0.035538
Epoch 7098
Loss = 9.6123e-03, PNorm = 418.1839, GNorm = 0.6130, lr_0 = 9.9510e-04
Validation prc-auc = 0.036781
Epoch 7099
Loss = 2.9295e-02, PNorm = 418.2131, GNorm = 0.9645, lr_0 = 9.9510e-04
Loss = 2.2342e-02, PNorm = 418.2309, GNorm = 0.1195, lr_0 = 9.9510e-04
Validation prc-auc = 0.034591
Epoch 7100
Loss = 3.0276e-02, PNorm = 418.2581, GNorm = 0.3564, lr_0 = 9.9509e-04
Validation prc-auc = 0.039666
Epoch 7101
Loss = 1.8052e-02, PNorm = 418.2823, GNorm = 0.6533, lr_0 = 9.9509e-04
Validation prc-auc = 0.053142
Epoch 7102
Loss = 1.9011e-02, PNorm = 418.3036, GNorm = 0.0201, lr_0 = 9.9509e-04
Validation prc-auc = 0.053504
Epoch 7103
Loss = 1.6513e-02, PNorm = 418.3205, GNorm = 0.0615, lr_0 = 9.9509e-04
Validation prc-auc = 0.052239
Epoch 7104
Loss = 1.5437e-02, PNorm = 418.3467, GNorm = 1.3122, lr_0 = 9.9509e-04
Validation prc-auc = 0.050254
Epoch 7105
Loss = 4.1312e-02, PNorm = 418.3648, GNorm = 1.0137, lr_0 = 9.9509e-04
Validation prc-auc = 0.053267
Epoch 7106
Loss = 3.4662e-02, PNorm = 418.3885, GNorm = 1.7219, lr_0 = 9.9509e-04
Validation prc-auc = 0.051088
Epoch 7107
Loss = 2.0309e-02, PNorm = 418.4214, GNorm = 0.8642, lr_0 = 9.9509e-04
Validation prc-auc = 0.054906
Epoch 7108
Loss = 1.0720e-02, PNorm = 418.4510, GNorm = 0.0290, lr_0 = 9.9509e-04
Validation prc-auc = 0.052561
Epoch 7109
Loss = 1.7727e-03, PNorm = 418.4722, GNorm = 0.0611, lr_0 = 9.9509e-04
Loss = 7.2764e-03, PNorm = 418.4899, GNorm = 0.3050, lr_0 = 9.9509e-04
Validation prc-auc = 0.052411
Epoch 7110
Loss = 3.9013e-02, PNorm = 418.5027, GNorm = 0.8702, lr_0 = 9.9509e-04
Validation prc-auc = 0.052412
Epoch 7111
Loss = 2.7049e-02, PNorm = 418.5280, GNorm = 4.8292, lr_0 = 9.9509e-04
Validation prc-auc = 0.049114
Epoch 7112
Loss = 2.5999e-02, PNorm = 418.5539, GNorm = 1.9022, lr_0 = 9.9509e-04
Validation prc-auc = 0.044050
Epoch 7113
Loss = 5.4170e-02, PNorm = 418.5793, GNorm = 0.0574, lr_0 = 9.9509e-04
Validation prc-auc = 0.049463
Epoch 7114
Loss = 5.1819e-02, PNorm = 418.6237, GNorm = 1.9932, lr_0 = 9.9508e-04
Validation prc-auc = 0.063532
Epoch 7115
Loss = 5.9205e-03, PNorm = 418.6722, GNorm = 0.0402, lr_0 = 9.9508e-04
Validation prc-auc = 0.062620
Epoch 7116
Loss = 3.8433e-02, PNorm = 418.6962, GNorm = 1.6618, lr_0 = 9.9508e-04
Validation prc-auc = 0.065719
Epoch 7117
Loss = 4.3746e-02, PNorm = 418.7082, GNorm = 0.0569, lr_0 = 9.9508e-04
Validation prc-auc = 0.071498
Epoch 7118
Loss = 3.1242e-02, PNorm = 418.7307, GNorm = 2.0324, lr_0 = 9.9508e-04
Validation prc-auc = 0.064275
Epoch 7119
Loss = 5.6936e-03, PNorm = 418.7615, GNorm = 0.2416, lr_0 = 9.9508e-04
Loss = 9.7714e-03, PNorm = 418.7850, GNorm = 1.3684, lr_0 = 9.9508e-04
Validation prc-auc = 0.062727
Epoch 7120
Loss = 5.5987e-02, PNorm = 418.8044, GNorm = 1.2914, lr_0 = 9.9508e-04
Validation prc-auc = 0.055219
Epoch 7121
Loss = 5.1076e-02, PNorm = 418.8374, GNorm = 1.4129, lr_0 = 9.9508e-04
Validation prc-auc = 0.072475
Epoch 7122
Loss = 1.7641e-02, PNorm = 418.8694, GNorm = 0.4916, lr_0 = 9.9508e-04
Validation prc-auc = 0.058158
Epoch 7123
Loss = 1.3252e-02, PNorm = 418.8907, GNorm = 1.2754, lr_0 = 9.9508e-04
Validation prc-auc = 0.053768
Epoch 7124
Loss = 1.9518e-02, PNorm = 418.9077, GNorm = 0.4736, lr_0 = 9.9508e-04
Validation prc-auc = 0.051877
Epoch 7125
Loss = 1.8555e-02, PNorm = 418.9334, GNorm = 0.1210, lr_0 = 9.9508e-04
Validation prc-auc = 0.055463
Epoch 7126
Loss = 4.8681e-02, PNorm = 418.9640, GNorm = 1.9254, lr_0 = 9.9508e-04
Validation prc-auc = 0.051467
Epoch 7127
Loss = 3.6826e-02, PNorm = 418.9977, GNorm = 0.4750, lr_0 = 9.9507e-04
Validation prc-auc = 0.043859
Epoch 7128
Loss = 1.4128e-02, PNorm = 419.0366, GNorm = 0.1238, lr_0 = 9.9507e-04
Validation prc-auc = 0.049735
Epoch 7129
Loss = 1.3282e-02, PNorm = 419.0699, GNorm = 0.4228, lr_0 = 9.9507e-04
Loss = 3.2026e-02, PNorm = 419.0903, GNorm = 1.9791, lr_0 = 9.9507e-04
Validation prc-auc = 0.052981
Epoch 7130
Loss = 2.7665e-02, PNorm = 419.1067, GNorm = 1.9481, lr_0 = 9.9507e-04
Validation prc-auc = 0.052589
Epoch 7131
Loss = 4.0651e-02, PNorm = 419.1204, GNorm = 1.1306, lr_0 = 9.9507e-04
Validation prc-auc = 0.051474
Epoch 7132
Loss = 9.8254e-03, PNorm = 419.1433, GNorm = 0.2095, lr_0 = 9.9507e-04
Validation prc-auc = 0.050393
Epoch 7133
Loss = 1.5753e-02, PNorm = 419.1639, GNorm = 1.4913, lr_0 = 9.9507e-04
Validation prc-auc = 0.047008
Epoch 7134
Loss = 5.6417e-02, PNorm = 419.1865, GNorm = 2.7939, lr_0 = 9.9507e-04
Validation prc-auc = 0.037684
Epoch 7135
Loss = 1.6135e-02, PNorm = 419.2121, GNorm = 0.6151, lr_0 = 9.9507e-04
Validation prc-auc = 0.038430
Epoch 7136
Loss = 3.9474e-02, PNorm = 419.2361, GNorm = 1.9989, lr_0 = 9.9507e-04
Validation prc-auc = 0.039547
Epoch 7137
Loss = 9.9597e-03, PNorm = 419.2546, GNorm = 0.5015, lr_0 = 9.9507e-04
Validation prc-auc = 0.039334
Epoch 7138
Loss = 2.2410e-02, PNorm = 419.2666, GNorm = 1.7000, lr_0 = 9.9507e-04
Validation prc-auc = 0.037193
Epoch 7139
Loss = 4.0109e-03, PNorm = 419.2892, GNorm = 0.1666, lr_0 = 9.9507e-04
Loss = 1.3902e-02, PNorm = 419.3062, GNorm = 2.1150, lr_0 = 9.9507e-04
Validation prc-auc = 0.036465
Epoch 7140
Loss = 2.4885e-02, PNorm = 419.3189, GNorm = 2.2889, lr_0 = 9.9506e-04
Validation prc-auc = 0.037501
Epoch 7141
Loss = 1.1508e-02, PNorm = 419.3379, GNorm = 0.1017, lr_0 = 9.9506e-04
Validation prc-auc = 0.043486
Epoch 7142
Loss = 9.0735e-03, PNorm = 419.3539, GNorm = 0.1031, lr_0 = 9.9506e-04
Validation prc-auc = 0.042654
Epoch 7143
Loss = 4.5607e-02, PNorm = 419.3624, GNorm = 1.4286, lr_0 = 9.9506e-04
Validation prc-auc = 0.041112
Epoch 7144
Loss = 2.0911e-02, PNorm = 419.3793, GNorm = 1.0806, lr_0 = 9.9506e-04
Validation prc-auc = 0.039607
Epoch 7145
Loss = 1.7552e-02, PNorm = 419.4142, GNorm = 0.4302, lr_0 = 9.9506e-04
Validation prc-auc = 0.035150
Epoch 7146
Loss = 1.9375e-02, PNorm = 419.4445, GNorm = 2.4018, lr_0 = 9.9506e-04
Validation prc-auc = 0.034511
Epoch 7147
Loss = 5.7666e-02, PNorm = 419.4749, GNorm = 2.3693, lr_0 = 9.9506e-04
Validation prc-auc = 0.035130
Epoch 7148
Loss = 3.8921e-02, PNorm = 419.5197, GNorm = 0.9995, lr_0 = 9.9506e-04
Validation prc-auc = 0.038326
Epoch 7149
Loss = 1.2224e-03, PNorm = 419.5510, GNorm = 0.0429, lr_0 = 9.9506e-04
Loss = 4.0202e-02, PNorm = 419.5825, GNorm = 1.4841, lr_0 = 9.9506e-04
Validation prc-auc = 0.039966
Epoch 7150
Loss = 2.1427e-02, PNorm = 419.6273, GNorm = 0.1366, lr_0 = 9.9506e-04
Validation prc-auc = 0.038928
Epoch 7151
Loss = 3.1637e-02, PNorm = 419.6518, GNorm = 0.3608, lr_0 = 9.9506e-04
Validation prc-auc = 0.042589
Epoch 7152
Loss = 1.2125e-02, PNorm = 419.6697, GNorm = 0.0983, lr_0 = 9.9506e-04
Validation prc-auc = 0.041261
Epoch 7153
Loss = 6.5604e-03, PNorm = 419.6879, GNorm = 0.6077, lr_0 = 9.9505e-04
Validation prc-auc = 0.037815
Epoch 7154
Loss = 4.8945e-03, PNorm = 419.7020, GNorm = 0.0326, lr_0 = 9.9505e-04
Validation prc-auc = 0.041137
Epoch 7155
Loss = 1.0271e-02, PNorm = 419.7266, GNorm = 0.9810, lr_0 = 9.9505e-04
Validation prc-auc = 0.046974
Epoch 7156
Loss = 3.7153e-02, PNorm = 419.7497, GNorm = 2.0591, lr_0 = 9.9505e-04
Validation prc-auc = 0.052545
Epoch 7157
Loss = 2.6770e-03, PNorm = 419.7774, GNorm = 0.0387, lr_0 = 9.9505e-04
Validation prc-auc = 0.052880
Epoch 7158
Loss = 6.8642e-02, PNorm = 419.7966, GNorm = 2.1594, lr_0 = 9.9505e-04
Validation prc-auc = 0.052770
Epoch 7159
Loss = 3.5390e-03, PNorm = 419.8278, GNorm = 0.2345, lr_0 = 9.9505e-04
Loss = 2.4353e-02, PNorm = 419.8586, GNorm = 0.0826, lr_0 = 9.9505e-04
Validation prc-auc = 0.057621
Epoch 7160
Loss = 4.0308e-02, PNorm = 419.8871, GNorm = 0.3024, lr_0 = 9.9505e-04
Validation prc-auc = 0.050396
Epoch 7161
Loss = 2.3585e-02, PNorm = 419.9164, GNorm = 0.0416, lr_0 = 9.9505e-04
Validation prc-auc = 0.050920
Epoch 7162
Loss = 2.2719e-02, PNorm = 419.9384, GNorm = 2.2510, lr_0 = 9.9505e-04
Validation prc-auc = 0.053360
Epoch 7163
Loss = 5.1648e-02, PNorm = 419.9584, GNorm = 1.9547, lr_0 = 9.9505e-04
Validation prc-auc = 0.055382
Epoch 7164
Loss = 3.9760e-02, PNorm = 420.0033, GNorm = 1.9780, lr_0 = 9.9505e-04
Validation prc-auc = 0.061394
Epoch 7165
Loss = 1.2670e-02, PNorm = 420.0393, GNorm = 0.9071, lr_0 = 9.9505e-04
Validation prc-auc = 0.059655
Epoch 7166
Loss = 3.7013e-02, PNorm = 420.0627, GNorm = 0.2071, lr_0 = 9.9505e-04
Validation prc-auc = 0.060186
Epoch 7167
Loss = 4.3166e-02, PNorm = 420.0828, GNorm = 0.0437, lr_0 = 9.9504e-04
Validation prc-auc = 0.058768
Epoch 7168
Loss = 6.9101e-03, PNorm = 420.1026, GNorm = 0.4625, lr_0 = 9.9504e-04
Validation prc-auc = 0.060491
Epoch 7169
Loss = 1.2338e-02, PNorm = 420.1261, GNorm = 0.8592, lr_0 = 9.9504e-04
Loss = 5.8533e-02, PNorm = 420.1579, GNorm = 0.9781, lr_0 = 9.9504e-04
Validation prc-auc = 0.064376
Epoch 7170
Loss = 1.2347e-02, PNorm = 420.1868, GNorm = 0.4955, lr_0 = 9.9504e-04
Validation prc-auc = 0.064129
Epoch 7171
Loss = 2.2548e-02, PNorm = 420.2074, GNorm = 0.1075, lr_0 = 9.9504e-04
Validation prc-auc = 0.069309
Epoch 7172
Loss = 6.3986e-03, PNorm = 420.2223, GNorm = 0.0936, lr_0 = 9.9504e-04
Validation prc-auc = 0.068071
Epoch 7173
Loss = 5.7865e-02, PNorm = 420.2308, GNorm = 0.4103, lr_0 = 9.9504e-04
Validation prc-auc = 0.057078
Epoch 7174
Loss = 3.2569e-02, PNorm = 420.2543, GNorm = 2.2281, lr_0 = 9.9504e-04
Validation prc-auc = 0.065135
Epoch 7175
Loss = 9.1490e-03, PNorm = 420.2898, GNorm = 0.2383, lr_0 = 9.9504e-04
Validation prc-auc = 0.064106
Epoch 7176
Loss = 1.7448e-02, PNorm = 420.3197, GNorm = 1.8757, lr_0 = 9.9504e-04
Validation prc-auc = 0.063317
Epoch 7177
Loss = 3.7188e-02, PNorm = 420.3397, GNorm = 0.7143, lr_0 = 9.9504e-04
Validation prc-auc = 0.061115
Epoch 7178
Loss = 1.6642e-02, PNorm = 420.3633, GNorm = 1.9717, lr_0 = 9.9504e-04
Validation prc-auc = 0.055978
Epoch 7179
Loss = 2.6091e-03, PNorm = 420.3903, GNorm = 0.1144, lr_0 = 9.9504e-04
Loss = 1.4052e-02, PNorm = 420.4173, GNorm = 0.4395, lr_0 = 9.9504e-04
Validation prc-auc = 0.051888
Epoch 7180
Loss = 1.5927e-02, PNorm = 420.4367, GNorm = 1.8987, lr_0 = 9.9503e-04
Validation prc-auc = 0.052491
Epoch 7181
Loss = 5.0545e-02, PNorm = 420.4751, GNorm = 0.2332, lr_0 = 9.9503e-04
Validation prc-auc = 0.051682
Epoch 7182
Loss = 4.3120e-02, PNorm = 420.5155, GNorm = 1.4530, lr_0 = 9.9503e-04
Validation prc-auc = 0.040865
Epoch 7183
Loss = 2.4282e-02, PNorm = 420.5478, GNorm = 0.3313, lr_0 = 9.9503e-04
Validation prc-auc = 0.036262
Epoch 7184
Loss = 4.5181e-02, PNorm = 420.5730, GNorm = 1.9262, lr_0 = 9.9503e-04
Validation prc-auc = 0.033450
Epoch 7185
Loss = 3.3703e-02, PNorm = 420.6138, GNorm = 0.0989, lr_0 = 9.9503e-04
Validation prc-auc = 0.034469
Epoch 7186
Loss = 1.6477e-02, PNorm = 420.6531, GNorm = 0.2502, lr_0 = 9.9503e-04
Validation prc-auc = 0.032116
Epoch 7187
Loss = 3.6795e-02, PNorm = 420.6817, GNorm = 0.6803, lr_0 = 9.9503e-04
Validation prc-auc = 0.034560
Epoch 7188
Loss = 2.3092e-02, PNorm = 420.7233, GNorm = 0.9645, lr_0 = 9.9503e-04
Validation prc-auc = 0.062551
Epoch 7189
Loss = 1.3750e-01, PNorm = 420.7698, GNorm = 2.2146, lr_0 = 9.9503e-04
Loss = 4.1996e-02, PNorm = 420.7926, GNorm = 0.5227, lr_0 = 9.9503e-04
Validation prc-auc = 0.058335
Epoch 7190
Loss = 1.9904e-02, PNorm = 420.8097, GNorm = 0.7767, lr_0 = 9.9503e-04
Validation prc-auc = 0.050496
Epoch 7191
Loss = 1.0274e-02, PNorm = 420.8344, GNorm = 0.2959, lr_0 = 9.9503e-04
Validation prc-auc = 0.049221
Epoch 7192
Loss = 3.7507e-02, PNorm = 420.8579, GNorm = 2.1878, lr_0 = 9.9503e-04
Validation prc-auc = 0.053692
Epoch 7193
Loss = 3.9448e-02, PNorm = 420.8883, GNorm = 2.6755, lr_0 = 9.9502e-04
Validation prc-auc = 0.049498
Epoch 7194
Loss = 2.5795e-02, PNorm = 420.9255, GNorm = 0.1318, lr_0 = 9.9502e-04
Validation prc-auc = 0.050221
Epoch 7195
Loss = 3.2750e-02, PNorm = 420.9625, GNorm = 0.3602, lr_0 = 9.9502e-04
Validation prc-auc = 0.040156
Epoch 7196
Loss = 1.0568e-02, PNorm = 420.9977, GNorm = 0.7100, lr_0 = 9.9502e-04
Validation prc-auc = 0.039121
Epoch 7197
Loss = 2.0832e-02, PNorm = 421.0269, GNorm = 1.3618, lr_0 = 9.9502e-04
Validation prc-auc = 0.036056
Epoch 7198
Loss = 1.2908e-02, PNorm = 421.0563, GNorm = 0.9407, lr_0 = 9.9502e-04
Validation prc-auc = 0.035458
Epoch 7199
Loss = 7.9292e-02, PNorm = 421.0779, GNorm = 1.3989, lr_0 = 9.9502e-04
Loss = 3.0370e-02, PNorm = 421.0959, GNorm = 1.2375, lr_0 = 9.9502e-04
Validation prc-auc = 0.029578
Epoch 7200
Loss = 2.2659e-02, PNorm = 421.1242, GNorm = 0.5826, lr_0 = 9.9502e-04
Validation prc-auc = 0.029780
Epoch 7201
Loss = 6.5279e-02, PNorm = 421.1486, GNorm = 3.7141, lr_0 = 9.9502e-04
Validation prc-auc = 0.036345
Epoch 7202
Loss = 6.4591e-02, PNorm = 421.1803, GNorm = 1.9105, lr_0 = 9.9502e-04
Validation prc-auc = 0.034472
Epoch 7203
Loss = 2.4147e-02, PNorm = 421.2057, GNorm = 0.4357, lr_0 = 9.9502e-04
Validation prc-auc = 0.037075
Epoch 7204
Loss = 3.6334e-02, PNorm = 421.2318, GNorm = 1.0435, lr_0 = 9.9502e-04
Validation prc-auc = 0.031712
Epoch 7205
Loss = 2.7002e-02, PNorm = 421.2691, GNorm = 0.0605, lr_0 = 9.9502e-04
Validation prc-auc = 0.037736
Epoch 7206
Loss = 3.8395e-02, PNorm = 421.3018, GNorm = 2.9277, lr_0 = 9.9502e-04
Validation prc-auc = 0.036353
Epoch 7207
Loss = 1.8486e-02, PNorm = 421.3404, GNorm = 0.1296, lr_0 = 9.9501e-04
Validation prc-auc = 0.050294
Epoch 7208
Loss = 5.4348e-02, PNorm = 421.3723, GNorm = 1.2014, lr_0 = 9.9501e-04
Validation prc-auc = 0.029092
Epoch 7209
Loss = 3.2747e-02, PNorm = 421.3926, GNorm = 1.2789, lr_0 = 9.9501e-04
Loss = 3.9680e-02, PNorm = 421.4374, GNorm = 0.9644, lr_0 = 9.9501e-04
Validation prc-auc = 0.025430
Epoch 7210
Loss = 4.6655e-02, PNorm = 421.4829, GNorm = 2.3760, lr_0 = 9.9501e-04
Validation prc-auc = 0.025810
Epoch 7211
Loss = 4.4581e-02, PNorm = 421.5176, GNorm = 0.1358, lr_0 = 9.9501e-04
Validation prc-auc = 0.034869
Epoch 7212
Loss = 2.4950e-02, PNorm = 421.5506, GNorm = 0.0594, lr_0 = 9.9501e-04
Validation prc-auc = 0.046668
Epoch 7213
Loss = 3.2567e-02, PNorm = 421.5794, GNorm = 0.1560, lr_0 = 9.9501e-04
Validation prc-auc = 0.051807
Epoch 7214
Loss = 3.8422e-02, PNorm = 421.5960, GNorm = 1.7547, lr_0 = 9.9501e-04
Validation prc-auc = 0.040175
Epoch 7215
Loss = 4.6971e-02, PNorm = 421.6232, GNorm = 2.4066, lr_0 = 9.9501e-04
Validation prc-auc = 0.035939
Epoch 7216
Loss = 1.1654e-02, PNorm = 421.6523, GNorm = 0.0556, lr_0 = 9.9501e-04
Validation prc-auc = 0.037815
Epoch 7217
Loss = 2.6946e-02, PNorm = 421.6739, GNorm = 0.1811, lr_0 = 9.9501e-04
Validation prc-auc = 0.035197
Epoch 7218
Loss = 2.1826e-03, PNorm = 421.6942, GNorm = 0.0943, lr_0 = 9.9501e-04
Validation prc-auc = 0.035182
Epoch 7219
Loss = 1.0811e-02, PNorm = 421.7073, GNorm = 0.6812, lr_0 = 9.9501e-04
Loss = 2.4225e-02, PNorm = 421.7222, GNorm = 1.3022, lr_0 = 9.9500e-04
Validation prc-auc = 0.034618
Epoch 7220
Loss = 3.2148e-02, PNorm = 421.7475, GNorm = 0.0474, lr_0 = 9.9500e-04
Validation prc-auc = 0.046746
Epoch 7221
Loss = 9.1191e-03, PNorm = 421.7697, GNorm = 1.2577, lr_0 = 9.9500e-04
Validation prc-auc = 0.047111
Epoch 7222
Loss = 3.6932e-02, PNorm = 421.7803, GNorm = 1.2470, lr_0 = 9.9500e-04
Validation prc-auc = 0.049507
Epoch 7223
Loss = 1.9640e-02, PNorm = 421.7957, GNorm = 3.3687, lr_0 = 9.9500e-04
Validation prc-auc = 0.045967
Epoch 7224
Loss = 1.5717e-02, PNorm = 421.8169, GNorm = 0.4498, lr_0 = 9.9500e-04
Validation prc-auc = 0.045863
Epoch 7225
Loss = 3.3856e-02, PNorm = 421.8312, GNorm = 0.5291, lr_0 = 9.9500e-04
Validation prc-auc = 0.052918
Epoch 7226
Loss = 2.2174e-03, PNorm = 421.8493, GNorm = 0.0428, lr_0 = 9.9500e-04
Validation prc-auc = 0.052803
Epoch 7227
Loss = 4.3704e-02, PNorm = 421.8610, GNorm = 0.2918, lr_0 = 9.9500e-04
Validation prc-auc = 0.051745
Epoch 7228
Loss = 8.1980e-02, PNorm = 421.8827, GNorm = 2.6994, lr_0 = 9.9500e-04
Validation prc-auc = 0.045407
Epoch 7229
Loss = 8.7233e-03, PNorm = 421.9082, GNorm = 0.4201, lr_0 = 9.9500e-04
Loss = 2.4061e-02, PNorm = 421.9340, GNorm = 0.3659, lr_0 = 9.9500e-04
Validation prc-auc = 0.039219
Epoch 7230
Loss = 2.7253e-02, PNorm = 421.9561, GNorm = 0.9698, lr_0 = 9.9500e-04
Validation prc-auc = 0.051589
Epoch 7231
Loss = 4.4216e-02, PNorm = 421.9819, GNorm = 2.0475, lr_0 = 9.9500e-04
Validation prc-auc = 0.048571
Epoch 7232
Loss = 1.8212e-02, PNorm = 422.0152, GNorm = 1.0787, lr_0 = 9.9500e-04
Validation prc-auc = 0.055674
Epoch 7233
Loss = 3.0197e-02, PNorm = 422.0553, GNorm = 1.9341, lr_0 = 9.9499e-04
Validation prc-auc = 0.055950
Epoch 7234
Loss = 2.1314e-02, PNorm = 422.0880, GNorm = 2.0014, lr_0 = 9.9499e-04
Validation prc-auc = 0.061087
Epoch 7235
Loss = 2.7826e-02, PNorm = 422.1204, GNorm = 0.2476, lr_0 = 9.9499e-04
Validation prc-auc = 0.060668
Epoch 7236
Loss = 3.0284e-02, PNorm = 422.1453, GNorm = 2.1541, lr_0 = 9.9499e-04
Validation prc-auc = 0.062607
Epoch 7237
Loss = 2.2019e-02, PNorm = 422.1743, GNorm = 0.8784, lr_0 = 9.9499e-04
Validation prc-auc = 0.061134
Epoch 7238
Loss = 6.4101e-02, PNorm = 422.1968, GNorm = 1.5729, lr_0 = 9.9499e-04
Validation prc-auc = 0.059192
Epoch 7239
Loss = 1.8455e-02, PNorm = 422.2397, GNorm = 0.8860, lr_0 = 9.9499e-04
Loss = 2.7255e-02, PNorm = 422.2732, GNorm = 0.1771, lr_0 = 9.9499e-04
Validation prc-auc = 0.055505
Epoch 7240
Loss = 1.1264e-02, PNorm = 422.2968, GNorm = 0.8693, lr_0 = 9.9499e-04
Validation prc-auc = 0.054298
Epoch 7241
Loss = 6.0933e-02, PNorm = 422.3225, GNorm = 0.6105, lr_0 = 9.9499e-04
Validation prc-auc = 0.054285
Epoch 7242
Loss = 2.1752e-02, PNorm = 422.3484, GNorm = 1.8848, lr_0 = 9.9499e-04
Validation prc-auc = 0.053539
Epoch 7243
Loss = 7.3696e-03, PNorm = 422.3773, GNorm = 0.1267, lr_0 = 9.9499e-04
Validation prc-auc = 0.051140
Epoch 7244
Loss = 4.4541e-02, PNorm = 422.3932, GNorm = 2.7885, lr_0 = 9.9499e-04
Validation prc-auc = 0.053353
Epoch 7245
Loss = 9.1926e-03, PNorm = 422.4066, GNorm = 0.6383, lr_0 = 9.9499e-04
Validation prc-auc = 0.062904
Epoch 7246
Loss = 7.7926e-02, PNorm = 422.4297, GNorm = 1.8543, lr_0 = 9.9499e-04
Validation prc-auc = 0.059380
Epoch 7247
Loss = 1.7510e-02, PNorm = 422.4524, GNorm = 0.0601, lr_0 = 9.9498e-04
Validation prc-auc = 0.056640
Epoch 7248
Loss = 1.7282e-03, PNorm = 422.4806, GNorm = 0.0379, lr_0 = 9.9498e-04
Validation prc-auc = 0.057717
Epoch 7249
Loss = 2.5993e-02, PNorm = 422.5049, GNorm = 2.1052, lr_0 = 9.9498e-04
Loss = 1.3904e-02, PNorm = 422.5219, GNorm = 1.1927, lr_0 = 9.9498e-04
Validation prc-auc = 0.056985
Epoch 7250
Loss = 2.2117e-02, PNorm = 422.5479, GNorm = 0.4249, lr_0 = 9.9498e-04
Validation prc-auc = 0.058929
Epoch 7251
Loss = 2.8060e-02, PNorm = 422.5689, GNorm = 0.0207, lr_0 = 9.9498e-04
Validation prc-auc = 0.055191
Epoch 7252
Loss = 5.1891e-02, PNorm = 422.5910, GNorm = 0.2011, lr_0 = 9.9498e-04
Validation prc-auc = 0.048679
Epoch 7253
Loss = 1.0714e-02, PNorm = 422.6177, GNorm = 0.0744, lr_0 = 9.9498e-04
Validation prc-auc = 0.044121
Epoch 7254
Loss = 2.5124e-02, PNorm = 422.6436, GNorm = 1.7791, lr_0 = 9.9498e-04
Validation prc-auc = 0.049634
Epoch 7255
Loss = 1.9885e-02, PNorm = 422.6688, GNorm = 0.9707, lr_0 = 9.9498e-04
Validation prc-auc = 0.057883
Epoch 7256
Loss = 1.3343e-02, PNorm = 422.7170, GNorm = 0.0644, lr_0 = 9.9498e-04
Validation prc-auc = 0.060230
Epoch 7257
Loss = 3.3043e-02, PNorm = 422.7578, GNorm = 0.6343, lr_0 = 9.9498e-04
Validation prc-auc = 0.062376
Epoch 7258
Loss = 1.0909e-01, PNorm = 422.7909, GNorm = 1.3936, lr_0 = 9.9498e-04
Validation prc-auc = 0.064675
Epoch 7259
Loss = 9.8716e-03, PNorm = 422.8257, GNorm = 0.4855, lr_0 = 9.9498e-04
Loss = 2.4459e-02, PNorm = 422.8583, GNorm = 1.0400, lr_0 = 9.9497e-04
Validation prc-auc = 0.069940
Epoch 7260
Loss = 1.5023e-02, PNorm = 422.8843, GNorm = 1.9006, lr_0 = 9.9497e-04
Validation prc-auc = 0.068686
Epoch 7261
Loss = 7.5407e-02, PNorm = 422.9098, GNorm = 0.3391, lr_0 = 9.9497e-04
Validation prc-auc = 0.058282
Epoch 7262
Loss = 3.0307e-02, PNorm = 422.9484, GNorm = 1.3160, lr_0 = 9.9497e-04
Validation prc-auc = 0.055540
Epoch 7263
Loss = 1.5693e-02, PNorm = 422.9944, GNorm = 0.4302, lr_0 = 9.9497e-04
Validation prc-auc = 0.053851
Epoch 7264
Loss = 5.8533e-02, PNorm = 423.0257, GNorm = 0.4132, lr_0 = 9.9497e-04
Validation prc-auc = 0.053247
Epoch 7265
Loss = 2.3945e-02, PNorm = 423.0537, GNorm = 0.0597, lr_0 = 9.9497e-04
Validation prc-auc = 0.054627
Epoch 7266
Loss = 2.1036e-02, PNorm = 423.0899, GNorm = 2.3396, lr_0 = 9.9497e-04
Validation prc-auc = 0.053045
Epoch 7267
Loss = 1.2097e-02, PNorm = 423.1134, GNorm = 0.1510, lr_0 = 9.9497e-04
Validation prc-auc = 0.062017
Epoch 7268
Loss = 2.5076e-02, PNorm = 423.1326, GNorm = 2.0984, lr_0 = 9.9497e-04
Validation prc-auc = 0.053253
Epoch 7269
Loss = 1.0580e-01, PNorm = 423.1487, GNorm = 2.9120, lr_0 = 9.9497e-04
Loss = 1.5998e-02, PNorm = 423.1750, GNorm = 0.0502, lr_0 = 9.9497e-04
Validation prc-auc = 0.057824
Epoch 7270
Loss = 1.7433e-02, PNorm = 423.2004, GNorm = 0.9824, lr_0 = 9.9497e-04
Validation prc-auc = 0.062485
Epoch 7271
Loss = 1.0486e-02, PNorm = 423.2184, GNorm = 0.1044, lr_0 = 9.9497e-04
Validation prc-auc = 0.059803
Epoch 7272
Loss = 4.7221e-02, PNorm = 423.2368, GNorm = 0.7017, lr_0 = 9.9497e-04
Validation prc-auc = 0.042507
Epoch 7273
Loss = 1.5188e-02, PNorm = 423.2743, GNorm = 0.0376, lr_0 = 9.9496e-04
Validation prc-auc = 0.055834
Epoch 7274
Loss = 5.3029e-03, PNorm = 423.3012, GNorm = 0.0511, lr_0 = 9.9496e-04
Validation prc-auc = 0.041585
Epoch 7275
Loss = 4.5303e-02, PNorm = 423.3167, GNorm = 0.0053, lr_0 = 9.9496e-04
Validation prc-auc = 0.043833
Epoch 7276
Loss = 2.2754e-02, PNorm = 423.3316, GNorm = 0.3004, lr_0 = 9.9496e-04
Validation prc-auc = 0.045159
Epoch 7277
Loss = 1.5848e-02, PNorm = 423.3502, GNorm = 1.1749, lr_0 = 9.9496e-04
Validation prc-auc = 0.044544
Epoch 7278
Loss = 1.0143e-01, PNorm = 423.3714, GNorm = 1.7795, lr_0 = 9.9496e-04
Validation prc-auc = 0.043805
Epoch 7279
Loss = 1.7911e-02, PNorm = 423.3958, GNorm = 0.5820, lr_0 = 9.9496e-04
Loss = 1.1890e-02, PNorm = 423.4223, GNorm = 0.0755, lr_0 = 9.9496e-04
Validation prc-auc = 0.043551
Epoch 7280
Loss = 2.1442e-02, PNorm = 423.4406, GNorm = 0.2174, lr_0 = 9.9496e-04
Validation prc-auc = 0.043764
Epoch 7281
Loss = 6.0210e-02, PNorm = 423.4711, GNorm = 0.0987, lr_0 = 9.9496e-04
Validation prc-auc = 0.044994
Epoch 7282
Loss = 2.4429e-02, PNorm = 423.4995, GNorm = 0.0469, lr_0 = 9.9496e-04
Validation prc-auc = 0.045202
Epoch 7283
Loss = 2.9055e-02, PNorm = 423.5227, GNorm = 0.9408, lr_0 = 9.9496e-04
Validation prc-auc = 0.040377
Epoch 7284
Loss = 5.8836e-02, PNorm = 423.5455, GNorm = 2.5894, lr_0 = 9.9496e-04
Validation prc-auc = 0.044917
Epoch 7285
Loss = 6.5881e-02, PNorm = 423.5654, GNorm = 1.8860, lr_0 = 9.9496e-04
Validation prc-auc = 0.036812
Epoch 7286
Loss = 2.0266e-02, PNorm = 423.6213, GNorm = 0.0733, lr_0 = 9.9495e-04
Validation prc-auc = 0.034402
Epoch 7287
Loss = 2.9937e-02, PNorm = 423.6594, GNorm = 2.0064, lr_0 = 9.9495e-04
Validation prc-auc = 0.036284
Epoch 7288
Loss = 7.8132e-03, PNorm = 423.6862, GNorm = 0.3504, lr_0 = 9.9495e-04
Validation prc-auc = 0.036196
Epoch 7289
Loss = 6.8150e-03, PNorm = 423.7143, GNorm = 0.3083, lr_0 = 9.9495e-04
Loss = 3.5989e-02, PNorm = 423.7560, GNorm = 1.0257, lr_0 = 9.9495e-04
Validation prc-auc = 0.034338
Epoch 7290
Loss = 3.1735e-02, PNorm = 423.7921, GNorm = 0.5805, lr_0 = 9.9495e-04
Validation prc-auc = 0.033449
Epoch 7291
Loss = 2.0827e-02, PNorm = 423.8226, GNorm = 0.0238, lr_0 = 9.9495e-04
Validation prc-auc = 0.030851
Epoch 7292
Loss = 2.4502e-02, PNorm = 423.8417, GNorm = 1.4370, lr_0 = 9.9495e-04
Validation prc-auc = 0.031757
Epoch 7293
Loss = 1.4433e-02, PNorm = 423.8673, GNorm = 0.1648, lr_0 = 9.9495e-04
Validation prc-auc = 0.034333
Epoch 7294
Loss = 1.7505e-02, PNorm = 423.9007, GNorm = 0.0772, lr_0 = 9.9495e-04
Validation prc-auc = 0.038404
Epoch 7295
Loss = 2.2701e-02, PNorm = 423.9212, GNorm = 0.7775, lr_0 = 9.9495e-04
Validation prc-auc = 0.038757
Epoch 7296
Loss = 8.6382e-02, PNorm = 423.9355, GNorm = 0.7890, lr_0 = 9.9495e-04
Validation prc-auc = 0.032952
Epoch 7297
Loss = 3.0904e-02, PNorm = 423.9612, GNorm = 0.9996, lr_0 = 9.9495e-04
Validation prc-auc = 0.039762
Epoch 7298
Loss = 2.1312e-02, PNorm = 424.0079, GNorm = 0.8369, lr_0 = 9.9495e-04
Validation prc-auc = 0.037797
Epoch 7299
Loss = 6.5932e-03, PNorm = 424.0447, GNorm = 0.2859, lr_0 = 9.9495e-04
Loss = 4.1387e-02, PNorm = 424.0640, GNorm = 0.6521, lr_0 = 9.9494e-04
Validation prc-auc = 0.038664
Epoch 7300
Loss = 6.5329e-03, PNorm = 424.0855, GNorm = 0.5855, lr_0 = 9.9494e-04
Validation prc-auc = 0.033409
Epoch 7301
Loss = 2.9022e-02, PNorm = 424.1130, GNorm = 0.0299, lr_0 = 9.9494e-04
Validation prc-auc = 0.037736
Epoch 7302
Loss = 4.1975e-02, PNorm = 424.1367, GNorm = 1.7942, lr_0 = 9.9494e-04
Validation prc-auc = 0.040218
Epoch 7303
Loss = 2.5039e-02, PNorm = 424.1630, GNorm = 1.1611, lr_0 = 9.9494e-04
Validation prc-auc = 0.037552
Epoch 7304
Loss = 2.5906e-02, PNorm = 424.1946, GNorm = 0.3380, lr_0 = 9.9494e-04
Validation prc-auc = 0.042977
Epoch 7305
Loss = 6.7723e-02, PNorm = 424.2182, GNorm = 2.7230, lr_0 = 9.9494e-04
Validation prc-auc = 0.038489
Epoch 7306
Loss = 1.7772e-02, PNorm = 424.2392, GNorm = 0.0833, lr_0 = 9.9494e-04
Validation prc-auc = 0.039111
Epoch 7307
Loss = 8.3767e-03, PNorm = 424.2627, GNorm = 0.1365, lr_0 = 9.9494e-04
Validation prc-auc = 0.039313
Epoch 7308
Loss = 1.8990e-02, PNorm = 424.2877, GNorm = 1.4697, lr_0 = 9.9494e-04
Validation prc-auc = 0.038051
Epoch 7309
Loss = 8.9813e-03, PNorm = 424.3166, GNorm = 0.7743, lr_0 = 9.9494e-04
Loss = 3.9041e-02, PNorm = 424.3375, GNorm = 0.0410, lr_0 = 9.9494e-04
Validation prc-auc = 0.042876
Epoch 7310
Loss = 8.3488e-03, PNorm = 424.3621, GNorm = 0.2469, lr_0 = 9.9494e-04
Validation prc-auc = 0.043060
Epoch 7311
Loss = 4.5035e-02, PNorm = 424.3856, GNorm = 2.6416, lr_0 = 9.9494e-04
Validation prc-auc = 0.049960
Epoch 7312
Loss = 1.6469e-02, PNorm = 424.4046, GNorm = 0.1411, lr_0 = 9.9494e-04
Validation prc-auc = 0.050285
Epoch 7313
Loss = 2.5235e-02, PNorm = 424.4212, GNorm = 1.7080, lr_0 = 9.9493e-04
Validation prc-auc = 0.044579
Epoch 7314
Loss = 6.0809e-02, PNorm = 424.4456, GNorm = 0.1089, lr_0 = 9.9493e-04
Validation prc-auc = 0.045848
Epoch 7315
Loss = 3.0945e-02, PNorm = 424.4741, GNorm = 2.0286, lr_0 = 9.9493e-04
Validation prc-auc = 0.045639
Epoch 7316
Loss = 3.1412e-02, PNorm = 424.4994, GNorm = 4.3251, lr_0 = 9.9493e-04
Validation prc-auc = 0.044744
Epoch 7317
Loss = 2.8879e-02, PNorm = 424.5248, GNorm = 1.0434, lr_0 = 9.9493e-04
Validation prc-auc = 0.049190
Epoch 7318
Loss = 2.0294e-02, PNorm = 424.5446, GNorm = 1.2749, lr_0 = 9.9493e-04
Validation prc-auc = 0.046241
Epoch 7319
Loss = 2.2444e-01, PNorm = 424.5666, GNorm = 4.9075, lr_0 = 9.9493e-04
Loss = 4.2746e-02, PNorm = 424.6010, GNorm = 1.4010, lr_0 = 9.9493e-04
Validation prc-auc = 0.042272
Epoch 7320
Loss = 1.4324e-02, PNorm = 424.6292, GNorm = 0.1137, lr_0 = 9.9493e-04
Validation prc-auc = 0.041392
Epoch 7321
Loss = 3.1321e-02, PNorm = 424.6612, GNorm = 0.6263, lr_0 = 9.9493e-04
Validation prc-auc = 0.036512
Epoch 7322
Loss = 1.4999e-02, PNorm = 424.6945, GNorm = 1.1896, lr_0 = 9.9493e-04
Validation prc-auc = 0.038581
Epoch 7323
Loss = 3.7239e-02, PNorm = 424.7140, GNorm = 2.8205, lr_0 = 9.9493e-04
Validation prc-auc = 0.040528
Epoch 7324
Loss = 4.8669e-02, PNorm = 424.7361, GNorm = 0.6041, lr_0 = 9.9493e-04
Validation prc-auc = 0.040353
Epoch 7325
Loss = 3.0055e-02, PNorm = 424.7714, GNorm = 0.8328, lr_0 = 9.9493e-04
Validation prc-auc = 0.047278
Epoch 7326
Loss = 9.0660e-03, PNorm = 424.7964, GNorm = 0.1187, lr_0 = 9.9492e-04
Validation prc-auc = 0.036112
Epoch 7327
Loss = 2.7049e-02, PNorm = 424.8142, GNorm = 0.8658, lr_0 = 9.9492e-04
Validation prc-auc = 0.040929
Epoch 7328
Loss = 1.8291e-02, PNorm = 424.8446, GNorm = 0.0492, lr_0 = 9.9492e-04
Validation prc-auc = 0.040064
Epoch 7329
Loss = 3.4065e-03, PNorm = 424.8683, GNorm = 0.2019, lr_0 = 9.9492e-04
Loss = 3.2808e-02, PNorm = 424.8808, GNorm = 0.3280, lr_0 = 9.9492e-04
Validation prc-auc = 0.041256
Epoch 7330
Loss = 9.9892e-03, PNorm = 424.8891, GNorm = 0.6389, lr_0 = 9.9492e-04
Validation prc-auc = 0.036271
Epoch 7331
Loss = 3.2594e-02, PNorm = 424.9043, GNorm = 0.8549, lr_0 = 9.9492e-04
Validation prc-auc = 0.041056
Epoch 7332
Loss = 3.2577e-02, PNorm = 424.9384, GNorm = 1.7123, lr_0 = 9.9492e-04
Validation prc-auc = 0.039195
Epoch 7333
Loss = 4.0581e-02, PNorm = 424.9677, GNorm = 1.7247, lr_0 = 9.9492e-04
Validation prc-auc = 0.034055
Epoch 7334
Loss = 3.9282e-02, PNorm = 425.0071, GNorm = 0.1061, lr_0 = 9.9492e-04
Validation prc-auc = 0.032407
Epoch 7335
Loss = 3.7802e-02, PNorm = 425.0477, GNorm = 0.9716, lr_0 = 9.9492e-04
Validation prc-auc = 0.032581
Epoch 7336
Loss = 2.1753e-02, PNorm = 425.0746, GNorm = 1.1907, lr_0 = 9.9492e-04
Validation prc-auc = 0.033403
Epoch 7337
Loss = 1.4781e-02, PNorm = 425.0920, GNorm = 0.1507, lr_0 = 9.9492e-04
Validation prc-auc = 0.032428
Epoch 7338
Loss = 8.9304e-03, PNorm = 425.1289, GNorm = 0.8708, lr_0 = 9.9492e-04
Validation prc-auc = 0.037426
Epoch 7339
Loss = 4.9979e-02, PNorm = 425.1629, GNorm = 3.6685, lr_0 = 9.9492e-04
Loss = 2.3631e-02, PNorm = 425.1884, GNorm = 1.2290, lr_0 = 9.9491e-04
Validation prc-auc = 0.043244
Epoch 7340
Loss = 1.3762e-02, PNorm = 425.2025, GNorm = 0.1316, lr_0 = 9.9491e-04
Validation prc-auc = 0.040629
Epoch 7341
Loss = 3.0281e-02, PNorm = 425.2245, GNorm = 1.3782, lr_0 = 9.9491e-04
Validation prc-auc = 0.045789
Epoch 7342
Loss = 2.3521e-02, PNorm = 425.2548, GNorm = 2.5664, lr_0 = 9.9491e-04
Validation prc-auc = 0.050660
Epoch 7343
Loss = 5.2273e-03, PNorm = 425.2852, GNorm = 0.0955, lr_0 = 9.9491e-04
Validation prc-auc = 0.058318
Epoch 7344
Loss = 2.7924e-02, PNorm = 425.3086, GNorm = 1.0226, lr_0 = 9.9491e-04
Validation prc-auc = 0.047175
Epoch 7345
Loss = 4.8991e-02, PNorm = 425.3406, GNorm = 2.9560, lr_0 = 9.9491e-04
Validation prc-auc = 0.044508
Epoch 7346
Loss = 5.3430e-02, PNorm = 425.3703, GNorm = 0.3880, lr_0 = 9.9491e-04
Validation prc-auc = 0.045048
Epoch 7347
Loss = 3.5389e-03, PNorm = 425.4064, GNorm = 0.2500, lr_0 = 9.9491e-04
Validation prc-auc = 0.044804
Epoch 7348
Loss = 1.1984e-02, PNorm = 425.4295, GNorm = 0.6796, lr_0 = 9.9491e-04
Validation prc-auc = 0.043673
Epoch 7349
Loss = 7.1379e-03, PNorm = 425.4549, GNorm = 0.4859, lr_0 = 9.9491e-04
Loss = 3.4633e-02, PNorm = 425.4868, GNorm = 1.1461, lr_0 = 9.9491e-04
Validation prc-auc = 0.043271
Epoch 7350
Loss = 4.1720e-02, PNorm = 425.5261, GNorm = 1.2125, lr_0 = 9.9491e-04
Validation prc-auc = 0.039006
Epoch 7351
Loss = 6.9735e-02, PNorm = 425.5729, GNorm = 3.4140, lr_0 = 9.9491e-04
Validation prc-auc = 0.044850
Epoch 7352
Loss = 4.9185e-02, PNorm = 425.6348, GNorm = 0.0538, lr_0 = 9.9490e-04
Validation prc-auc = 0.043198
Epoch 7353
Loss = 2.9507e-02, PNorm = 425.6792, GNorm = 0.0854, lr_0 = 9.9490e-04
Validation prc-auc = 0.042805
Epoch 7354
Loss = 1.7268e-02, PNorm = 425.7080, GNorm = 0.4385, lr_0 = 9.9490e-04
Validation prc-auc = 0.044090
Epoch 7355
Loss = 2.0802e-02, PNorm = 425.7343, GNorm = 0.5375, lr_0 = 9.9490e-04
Validation prc-auc = 0.046407
Epoch 7356
Loss = 1.0153e-01, PNorm = 425.7584, GNorm = 2.5057, lr_0 = 9.9490e-04
Validation prc-auc = 0.049452
Epoch 7357
Loss = 3.9213e-02, PNorm = 425.7920, GNorm = 2.5371, lr_0 = 9.9490e-04
Validation prc-auc = 0.044978
Epoch 7358
Loss = 3.6014e-02, PNorm = 425.8423, GNorm = 0.5531, lr_0 = 9.9490e-04
Validation prc-auc = 0.044718
Epoch 7359
Loss = 1.2098e-01, PNorm = 425.8751, GNorm = 3.0494, lr_0 = 9.9490e-04
Loss = 3.8905e-02, PNorm = 425.9016, GNorm = 0.2824, lr_0 = 9.9490e-04
Validation prc-auc = 0.046903
Epoch 7360
Loss = 3.3764e-02, PNorm = 425.9435, GNorm = 0.8165, lr_0 = 9.9490e-04
Validation prc-auc = 0.046995
Epoch 7361
Loss = 3.5463e-02, PNorm = 425.9744, GNorm = 1.5782, lr_0 = 9.9490e-04
Validation prc-auc = 0.047856
Epoch 7362
Loss = 1.1825e-02, PNorm = 425.9944, GNorm = 0.1284, lr_0 = 9.9490e-04
Validation prc-auc = 0.050511
Epoch 7363
Loss = 2.9590e-02, PNorm = 426.0114, GNorm = 2.2615, lr_0 = 9.9490e-04
Validation prc-auc = 0.053449
Epoch 7364
Loss = 2.4411e-02, PNorm = 426.0261, GNorm = 1.5863, lr_0 = 9.9490e-04
Validation prc-auc = 0.048265
Epoch 7365
Loss = 2.1355e-02, PNorm = 426.0522, GNorm = 0.1964, lr_0 = 9.9490e-04
Validation prc-auc = 0.050074
Epoch 7366
Loss = 4.6656e-02, PNorm = 426.0876, GNorm = 2.1634, lr_0 = 9.9489e-04
Validation prc-auc = 0.053679
Epoch 7367
Loss = 1.5200e-02, PNorm = 426.1209, GNorm = 1.3709, lr_0 = 9.9489e-04
Validation prc-auc = 0.054953
Epoch 7368
Loss = 3.0635e-03, PNorm = 426.1463, GNorm = 0.4034, lr_0 = 9.9489e-04
Validation prc-auc = 0.053396
Epoch 7369
Loss = 2.9334e-03, PNorm = 426.1696, GNorm = 0.1707, lr_0 = 9.9489e-04
Loss = 2.3064e-02, PNorm = 426.1878, GNorm = 1.7026, lr_0 = 9.9489e-04
Validation prc-auc = 0.053472
Epoch 7370
Loss = 2.2583e-02, PNorm = 426.2053, GNorm = 0.0575, lr_0 = 9.9489e-04
Validation prc-auc = 0.052622
Epoch 7371
Loss = 9.2348e-03, PNorm = 426.2255, GNorm = 0.2363, lr_0 = 9.9489e-04
Validation prc-auc = 0.051139
Epoch 7372
Loss = 1.8425e-02, PNorm = 426.2508, GNorm = 1.6322, lr_0 = 9.9489e-04
Validation prc-auc = 0.057562
Epoch 7373
Loss = 1.2380e-02, PNorm = 426.2750, GNorm = 0.5354, lr_0 = 9.9489e-04
Validation prc-auc = 0.051970
Epoch 7374
Loss = 2.5689e-02, PNorm = 426.2935, GNorm = 0.7202, lr_0 = 9.9489e-04
Validation prc-auc = 0.047468
Epoch 7375
Loss = 4.8046e-02, PNorm = 426.3187, GNorm = 1.9622, lr_0 = 9.9489e-04
Validation prc-auc = 0.048882
Epoch 7376
Loss = 1.6836e-02, PNorm = 426.3435, GNorm = 0.2640, lr_0 = 9.9489e-04
Validation prc-auc = 0.038652
Epoch 7377
Loss = 7.4164e-03, PNorm = 426.3703, GNorm = 0.5376, lr_0 = 9.9489e-04
Validation prc-auc = 0.045273
Epoch 7378
Loss = 6.3769e-03, PNorm = 426.4086, GNorm = 0.5681, lr_0 = 9.9489e-04
Validation prc-auc = 0.052714
Epoch 7379
Loss = 2.8405e-02, PNorm = 426.4543, GNorm = 1.2944, lr_0 = 9.9489e-04
Loss = 3.9685e-02, PNorm = 426.4899, GNorm = 0.1127, lr_0 = 9.9488e-04
Validation prc-auc = 0.057523
Epoch 7380
Loss = 4.5235e-02, PNorm = 426.5341, GNorm = 0.9649, lr_0 = 9.9488e-04
Validation prc-auc = 0.054212
Epoch 7381
Loss = 4.5593e-02, PNorm = 426.5786, GNorm = 0.0755, lr_0 = 9.9488e-04
Validation prc-auc = 0.066751
Epoch 7382
Loss = 4.4362e-02, PNorm = 426.6121, GNorm = 1.4290, lr_0 = 9.9488e-04
Validation prc-auc = 0.062641
Epoch 7383
Loss = 3.6135e-02, PNorm = 426.6443, GNorm = 1.9622, lr_0 = 9.9488e-04
Validation prc-auc = 0.063663
Epoch 7384
Loss = 4.3372e-02, PNorm = 426.6790, GNorm = 0.6712, lr_0 = 9.9488e-04
Validation prc-auc = 0.062890
Epoch 7385
Loss = 5.7327e-03, PNorm = 426.7075, GNorm = 0.5470, lr_0 = 9.9488e-04
Validation prc-auc = 0.056051
Epoch 7386
Loss = 9.3732e-03, PNorm = 426.7391, GNorm = 0.3302, lr_0 = 9.9488e-04
Validation prc-auc = 0.054150
Epoch 7387
Loss = 5.5294e-02, PNorm = 426.7864, GNorm = 2.7686, lr_0 = 9.9488e-04
Validation prc-auc = 0.054976
Epoch 7388
Loss = 5.3730e-02, PNorm = 426.8197, GNorm = 2.0049, lr_0 = 9.9488e-04
Validation prc-auc = 0.055756
Epoch 7389
Loss = 9.2662e-03, PNorm = 426.8513, GNorm = 0.3639, lr_0 = 9.9488e-04
Loss = 2.6529e-02, PNorm = 426.8740, GNorm = 1.2722, lr_0 = 9.9488e-04
Validation prc-auc = 0.057579
Epoch 7390
Loss = 3.0121e-02, PNorm = 426.8955, GNorm = 0.8809, lr_0 = 9.9488e-04
Validation prc-auc = 0.056909
Epoch 7391
Loss = 6.0397e-02, PNorm = 426.9247, GNorm = 1.5382, lr_0 = 9.9488e-04
Validation prc-auc = 0.054265
Epoch 7392
Loss = 2.7926e-02, PNorm = 426.9562, GNorm = 0.4237, lr_0 = 9.9487e-04
Validation prc-auc = 0.047499
Epoch 7393
Loss = 2.3557e-02, PNorm = 426.9758, GNorm = 1.1278, lr_0 = 9.9487e-04
Validation prc-auc = 0.051804
Epoch 7394
Loss = 4.0394e-02, PNorm = 426.9998, GNorm = 0.2133, lr_0 = 9.9487e-04
Validation prc-auc = 0.060417
Epoch 7395
Loss = 2.9862e-02, PNorm = 427.0294, GNorm = 0.5065, lr_0 = 9.9487e-04
Validation prc-auc = 0.060519
Epoch 7396
Loss = 3.0644e-02, PNorm = 427.0601, GNorm = 0.0523, lr_0 = 9.9487e-04
Validation prc-auc = 0.061435
Epoch 7397
Loss = 8.8666e-03, PNorm = 427.0843, GNorm = 0.3444, lr_0 = 9.9487e-04
Validation prc-auc = 0.059829
Epoch 7398
Loss = 2.1711e-02, PNorm = 427.1068, GNorm = 3.4524, lr_0 = 9.9487e-04
Validation prc-auc = 0.069245
Epoch 7399
Loss = 2.1345e-03, PNorm = 427.1229, GNorm = 0.0845, lr_0 = 9.9487e-04
Loss = 3.6711e-02, PNorm = 427.1503, GNorm = 1.5796, lr_0 = 9.9487e-04
Validation prc-auc = 0.064973
Epoch 7400
Loss = 3.6314e-02, PNorm = 427.1848, GNorm = 4.9488, lr_0 = 9.9487e-04
Validation prc-auc = 0.064028
Epoch 7401
Loss = 3.5576e-02, PNorm = 427.2267, GNorm = 2.8525, lr_0 = 9.9487e-04
Validation prc-auc = 0.056655
Epoch 7402
Loss = 1.1473e-02, PNorm = 427.2619, GNorm = 0.0171, lr_0 = 9.9487e-04
Validation prc-auc = 0.057866
Epoch 7403
Loss = 4.7791e-02, PNorm = 427.2835, GNorm = 0.4820, lr_0 = 9.9487e-04
Validation prc-auc = 0.060355
Epoch 7404
Loss = 5.6502e-02, PNorm = 427.2982, GNorm = 2.4300, lr_0 = 9.9487e-04
Validation prc-auc = 0.074512
Epoch 7405
Loss = 1.5173e-02, PNorm = 427.3316, GNorm = 0.0800, lr_0 = 9.9487e-04
Validation prc-auc = 0.066185
Epoch 7406
Loss = 1.5257e-02, PNorm = 427.3822, GNorm = 0.0139, lr_0 = 9.9486e-04
Validation prc-auc = 0.063202
Epoch 7407
Loss = 9.9295e-03, PNorm = 427.4142, GNorm = 0.3054, lr_0 = 9.9486e-04
Validation prc-auc = 0.062754
Epoch 7408
Loss = 5.4785e-02, PNorm = 427.4345, GNorm = 5.3400, lr_0 = 9.9486e-04
Validation prc-auc = 0.061827
Epoch 7409
Loss = 9.9343e-03, PNorm = 427.4566, GNorm = 0.8085, lr_0 = 9.9486e-04
Loss = 2.2916e-02, PNorm = 427.4792, GNorm = 1.1037, lr_0 = 9.9486e-04
Validation prc-auc = 0.056101
Epoch 7410
Loss = 3.7676e-02, PNorm = 427.4991, GNorm = 0.3910, lr_0 = 9.9486e-04
Validation prc-auc = 0.052012
Epoch 7411
Loss = 2.0391e-02, PNorm = 427.5342, GNorm = 1.6833, lr_0 = 9.9486e-04
Validation prc-auc = 0.055250
Epoch 7412
Loss = 1.0493e-02, PNorm = 427.5642, GNorm = 0.0325, lr_0 = 9.9486e-04
Validation prc-auc = 0.051908
Epoch 7413
Loss = 5.8714e-02, PNorm = 427.5851, GNorm = 0.1072, lr_0 = 9.9486e-04
Validation prc-auc = 0.053923
Epoch 7414
Loss = 3.2842e-02, PNorm = 427.6113, GNorm = 0.2428, lr_0 = 9.9486e-04
Validation prc-auc = 0.049402
Epoch 7415
Loss = 6.0129e-03, PNorm = 427.6459, GNorm = 0.7544, lr_0 = 9.9486e-04
Validation prc-auc = 0.046056
Epoch 7416
Loss = 7.6108e-03, PNorm = 427.6649, GNorm = 0.0912, lr_0 = 9.9486e-04
Validation prc-auc = 0.046479
Epoch 7417
Loss = 2.8900e-02, PNorm = 427.6849, GNorm = 0.7203, lr_0 = 9.9486e-04
Validation prc-auc = 0.050394
Epoch 7418
Loss = 1.0902e-02, PNorm = 427.7058, GNorm = 0.6045, lr_0 = 9.9486e-04
Validation prc-auc = 0.038591
Epoch 7419
Loss = 1.0682e-02, PNorm = 427.7306, GNorm = 0.3732, lr_0 = 9.9485e-04
Loss = 4.4240e-02, PNorm = 427.7721, GNorm = 0.0905, lr_0 = 9.9485e-04
Validation prc-auc = 0.049476
Epoch 7420
Loss = 1.5637e-02, PNorm = 427.8063, GNorm = 0.1310, lr_0 = 9.9485e-04
Validation prc-auc = 0.061220
Epoch 7421
Loss = 1.8270e-02, PNorm = 427.8253, GNorm = 0.6826, lr_0 = 9.9485e-04
Validation prc-auc = 0.062726
Epoch 7422
Loss = 3.0615e-02, PNorm = 427.8363, GNorm = 0.1199, lr_0 = 9.9485e-04
Validation prc-auc = 0.058808
Epoch 7423
Loss = 3.3176e-02, PNorm = 427.8536, GNorm = 1.6387, lr_0 = 9.9485e-04
Validation prc-auc = 0.062818
Epoch 7424
Loss = 2.5801e-02, PNorm = 427.8853, GNorm = 0.0807, lr_0 = 9.9485e-04
Validation prc-auc = 0.062521
Epoch 7425
Loss = 1.9847e-02, PNorm = 427.9114, GNorm = 0.0428, lr_0 = 9.9485e-04
Validation prc-auc = 0.059158
Epoch 7426
Loss = 6.9612e-02, PNorm = 427.9268, GNorm = 0.3956, lr_0 = 9.9485e-04
Validation prc-auc = 0.046781
Epoch 7427
Loss = 2.4252e-02, PNorm = 427.9451, GNorm = 0.0403, lr_0 = 9.9485e-04
Validation prc-auc = 0.055603
Epoch 7428
Loss = 3.9200e-02, PNorm = 427.9690, GNorm = 1.5428, lr_0 = 9.9485e-04
Validation prc-auc = 0.060693
Epoch 7429
Loss = 1.1131e-02, PNorm = 427.9978, GNorm = 0.8817, lr_0 = 9.9485e-04
Loss = 6.6886e-02, PNorm = 428.0288, GNorm = 1.5957, lr_0 = 9.9485e-04
Validation prc-auc = 0.049770
Epoch 7430
Loss = 5.4777e-02, PNorm = 428.0657, GNorm = 1.9335, lr_0 = 9.9485e-04
Validation prc-auc = 0.053073
Epoch 7431
Loss = 6.7559e-02, PNorm = 428.1155, GNorm = 0.7904, lr_0 = 9.9485e-04
Validation prc-auc = 0.060554
Epoch 7432
Loss = 7.3003e-02, PNorm = 428.1678, GNorm = 0.6389, lr_0 = 9.9484e-04
Validation prc-auc = 0.055160
Epoch 7433
Loss = 2.5147e-02, PNorm = 428.2232, GNorm = 0.7316, lr_0 = 9.9484e-04
Validation prc-auc = 0.054647
Epoch 7434
Loss = 3.5714e-02, PNorm = 428.2591, GNorm = 2.0086, lr_0 = 9.9484e-04
Validation prc-auc = 0.047496
Epoch 7435
Loss = 1.6694e-02, PNorm = 428.2818, GNorm = 1.1491, lr_0 = 9.9484e-04
Validation prc-auc = 0.048781
Epoch 7436
Loss = 7.6561e-03, PNorm = 428.3030, GNorm = 0.1445, lr_0 = 9.9484e-04
Validation prc-auc = 0.047534
Epoch 7437
Loss = 1.8853e-02, PNorm = 428.3210, GNorm = 1.2470, lr_0 = 9.9484e-04
Validation prc-auc = 0.061314
Epoch 7438
Loss = 1.5967e-02, PNorm = 428.3432, GNorm = 1.2671, lr_0 = 9.9484e-04
Validation prc-auc = 0.048844
Epoch 7439
Loss = 2.2786e-03, PNorm = 428.3571, GNorm = 0.0771, lr_0 = 9.9484e-04
Loss = 1.3963e-02, PNorm = 428.3782, GNorm = 0.1953, lr_0 = 9.9484e-04
Validation prc-auc = 0.058235
Epoch 7440
Loss = 2.1507e-02, PNorm = 428.3917, GNorm = 1.0797, lr_0 = 9.9484e-04
Validation prc-auc = 0.047732
Epoch 7441
Loss = 1.4786e-02, PNorm = 428.4078, GNorm = 0.6152, lr_0 = 9.9484e-04
Validation prc-auc = 0.046247
Epoch 7442
Loss = 6.0396e-02, PNorm = 428.4274, GNorm = 0.2069, lr_0 = 9.9484e-04
Validation prc-auc = 0.048275
Epoch 7443
Loss = 5.1536e-02, PNorm = 428.4503, GNorm = 2.0124, lr_0 = 9.9484e-04
Validation prc-auc = 0.047989
Epoch 7444
Loss = 2.7843e-02, PNorm = 428.4791, GNorm = 0.1863, lr_0 = 9.9484e-04
Validation prc-auc = 0.057791
Epoch 7445
Loss = 6.8466e-02, PNorm = 428.5028, GNorm = 1.7987, lr_0 = 9.9484e-04
Validation prc-auc = 0.050697
Epoch 7446
Loss = 1.2459e-02, PNorm = 428.5240, GNorm = 0.3503, lr_0 = 9.9483e-04
Validation prc-auc = 0.050796
Epoch 7447
Loss = 3.0348e-02, PNorm = 428.5378, GNorm = 1.5562, lr_0 = 9.9483e-04
Validation prc-auc = 0.048191
Epoch 7448
Loss = 1.5240e-02, PNorm = 428.5616, GNorm = 0.3971, lr_0 = 9.9483e-04
Validation prc-auc = 0.042955
Epoch 7449
Loss = 1.1830e-02, PNorm = 428.5915, GNorm = 0.6005, lr_0 = 9.9483e-04
Loss = 1.8703e-02, PNorm = 428.6115, GNorm = 0.7289, lr_0 = 9.9483e-04
Validation prc-auc = 0.054135
Epoch 7450
Loss = 5.5429e-02, PNorm = 428.6264, GNorm = 0.4446, lr_0 = 9.9483e-04
Validation prc-auc = 0.046961
Epoch 7451
Loss = 2.9299e-02, PNorm = 428.6511, GNorm = 2.2587, lr_0 = 9.9483e-04
Validation prc-auc = 0.046805
Epoch 7452
Loss = 1.5706e-02, PNorm = 428.6748, GNorm = 2.0526, lr_0 = 9.9483e-04
Validation prc-auc = 0.051443
Epoch 7453
Loss = 4.2792e-02, PNorm = 428.6866, GNorm = 0.7071, lr_0 = 9.9483e-04
Validation prc-auc = 0.053112
Epoch 7454
Loss = 2.5974e-02, PNorm = 428.7033, GNorm = 1.2274, lr_0 = 9.9483e-04
Validation prc-auc = 0.050093
Epoch 7455
Loss = 1.1697e-02, PNorm = 428.7314, GNorm = 0.6858, lr_0 = 9.9483e-04
Validation prc-auc = 0.053065
Epoch 7456
Loss = 1.2184e-02, PNorm = 428.7570, GNorm = 0.6290, lr_0 = 9.9483e-04
Validation prc-auc = 0.054623
Epoch 7457
Loss = 7.6328e-02, PNorm = 428.7746, GNorm = 0.0649, lr_0 = 9.9483e-04
Validation prc-auc = 0.045811
Epoch 7458
Loss = 4.2421e-02, PNorm = 428.7901, GNorm = 1.4244, lr_0 = 9.9483e-04
Validation prc-auc = 0.046482
Epoch 7459
Loss = 2.6388e-02, PNorm = 428.8081, GNorm = 1.1640, lr_0 = 9.9482e-04
Loss = 4.4953e-03, PNorm = 428.8244, GNorm = 0.0115, lr_0 = 9.9482e-04
Validation prc-auc = 0.052359
Epoch 7460
Loss = 2.0245e-02, PNorm = 428.8442, GNorm = 1.4699, lr_0 = 9.9482e-04
Validation prc-auc = 0.049015
Epoch 7461
Loss = 4.7901e-02, PNorm = 428.8644, GNorm = 1.6434, lr_0 = 9.9482e-04
Validation prc-auc = 0.047339
Epoch 7462
Loss = 1.6449e-02, PNorm = 428.8879, GNorm = 0.0598, lr_0 = 9.9482e-04
Validation prc-auc = 0.049131
Epoch 7463
Loss = 2.6439e-02, PNorm = 428.9112, GNorm = 2.1414, lr_0 = 9.9482e-04
Validation prc-auc = 0.047992
Epoch 7464
Loss = 3.6576e-02, PNorm = 428.9347, GNorm = 0.0206, lr_0 = 9.9482e-04
Validation prc-auc = 0.049306
Epoch 7465
Loss = 8.8815e-03, PNorm = 428.9580, GNorm = 0.8766, lr_0 = 9.9482e-04
Validation prc-auc = 0.060235
Epoch 7466
Loss = 3.8291e-02, PNorm = 428.9781, GNorm = 0.1348, lr_0 = 9.9482e-04
Validation prc-auc = 0.064054
Epoch 7467
Loss = 9.4849e-03, PNorm = 429.0077, GNorm = 0.3189, lr_0 = 9.9482e-04
Validation prc-auc = 0.059526
Epoch 7468
Loss = 6.1059e-02, PNorm = 429.0332, GNorm = 1.5923, lr_0 = 9.9482e-04
Validation prc-auc = 0.058419
Epoch 7469
Loss = 3.0059e-03, PNorm = 429.0566, GNorm = 0.2318, lr_0 = 9.9482e-04
Loss = 2.9827e-02, PNorm = 429.0823, GNorm = 0.0373, lr_0 = 9.9482e-04
Validation prc-auc = 0.053471
Epoch 7470
Loss = 1.2865e-02, PNorm = 429.1034, GNorm = 0.0616, lr_0 = 9.9482e-04
Validation prc-auc = 0.056002
Epoch 7471
Loss = 4.1592e-02, PNorm = 429.1171, GNorm = 1.7711, lr_0 = 9.9482e-04
Validation prc-auc = 0.054822
Epoch 7472
Loss = 3.3511e-02, PNorm = 429.1422, GNorm = 0.3779, lr_0 = 9.9481e-04
Validation prc-auc = 0.068455
Epoch 7473
Loss = 3.3230e-02, PNorm = 429.1734, GNorm = 0.0794, lr_0 = 9.9481e-04
Validation prc-auc = 0.062558
Epoch 7474
Loss = 1.6522e-02, PNorm = 429.2045, GNorm = 0.1576, lr_0 = 9.9481e-04
Validation prc-auc = 0.068323
Epoch 7475
Loss = 1.9419e-02, PNorm = 429.2286, GNorm = 0.0171, lr_0 = 9.9481e-04
Validation prc-auc = 0.069012
Epoch 7476
Loss = 5.1593e-03, PNorm = 429.2573, GNorm = 0.3076, lr_0 = 9.9481e-04
Validation prc-auc = 0.065556
Epoch 7477
Loss = 3.6002e-02, PNorm = 429.2824, GNorm = 1.9452, lr_0 = 9.9481e-04
Validation prc-auc = 0.068796
Epoch 7478
Loss = 1.2538e-02, PNorm = 429.3062, GNorm = 0.7658, lr_0 = 9.9481e-04
Validation prc-auc = 0.057842
Epoch 7479
Loss = 1.2879e-03, PNorm = 429.3220, GNorm = 0.0636, lr_0 = 9.9481e-04
Loss = 2.2958e-02, PNorm = 429.3382, GNorm = 1.6870, lr_0 = 9.9481e-04
Validation prc-auc = 0.059013
Epoch 7480
Loss = 4.5200e-02, PNorm = 429.3570, GNorm = 1.5226, lr_0 = 9.9481e-04
Validation prc-auc = 0.063212
Epoch 7481
Loss = 5.1196e-02, PNorm = 429.3922, GNorm = 0.2100, lr_0 = 9.9481e-04
Validation prc-auc = 0.063719
Epoch 7482
Loss = 3.6170e-02, PNorm = 429.4233, GNorm = 0.6818, lr_0 = 9.9481e-04
Validation prc-auc = 0.063253
Epoch 7483
Loss = 4.4834e-02, PNorm = 429.4587, GNorm = 0.7623, lr_0 = 9.9481e-04
Validation prc-auc = 0.060077
Epoch 7484
Loss = 1.9651e-02, PNorm = 429.4883, GNorm = 3.8956, lr_0 = 9.9481e-04
Validation prc-auc = 0.060557
Epoch 7485
Loss = 7.5470e-03, PNorm = 429.5144, GNorm = 0.6847, lr_0 = 9.9480e-04
Validation prc-auc = 0.073933
Epoch 7486
Loss = 4.1222e-02, PNorm = 429.5340, GNorm = 1.1821, lr_0 = 9.9480e-04
Validation prc-auc = 0.062764
Epoch 7487
Loss = 1.1893e-02, PNorm = 429.5573, GNorm = 0.0180, lr_0 = 9.9480e-04
Validation prc-auc = 0.058842
Epoch 7488
Loss = 2.3919e-02, PNorm = 429.5801, GNorm = 0.8850, lr_0 = 9.9480e-04
Validation prc-auc = 0.056245
Epoch 7489
Loss = 3.8049e-03, PNorm = 429.6050, GNorm = 0.2213, lr_0 = 9.9480e-04
Loss = 3.8680e-02, PNorm = 429.6363, GNorm = 0.3086, lr_0 = 9.9480e-04
Validation prc-auc = 0.050493
Epoch 7490
Loss = 2.0622e-02, PNorm = 429.6649, GNorm = 1.5768, lr_0 = 9.9480e-04
Validation prc-auc = 0.049098
Epoch 7491
Loss = 2.0127e-02, PNorm = 429.6916, GNorm = 0.0671, lr_0 = 9.9480e-04
Validation prc-auc = 0.046756
Epoch 7492
Loss = 5.9930e-02, PNorm = 429.7169, GNorm = 1.2039, lr_0 = 9.9480e-04
Validation prc-auc = 0.053233
Epoch 7493
Loss = 2.8808e-02, PNorm = 429.7558, GNorm = 1.3801, lr_0 = 9.9480e-04
Validation prc-auc = 0.049836
Epoch 7494
Loss = 1.0736e-01, PNorm = 429.7884, GNorm = 0.0318, lr_0 = 9.9480e-04
Validation prc-auc = 0.045363
Epoch 7495
Loss = 1.2617e-02, PNorm = 429.8171, GNorm = 0.0359, lr_0 = 9.9480e-04
Validation prc-auc = 0.048954
Epoch 7496
Loss = 1.8452e-02, PNorm = 429.8345, GNorm = 0.5149, lr_0 = 9.9480e-04
Validation prc-auc = 0.046617
Epoch 7497
Loss = 2.0538e-02, PNorm = 429.8582, GNorm = 0.5665, lr_0 = 9.9480e-04
Validation prc-auc = 0.046158
Epoch 7498
Loss = 7.3037e-02, PNorm = 429.8885, GNorm = 0.4993, lr_0 = 9.9480e-04
Validation prc-auc = 0.049907
Epoch 7499
Loss = 9.4283e-02, PNorm = 429.9205, GNorm = 2.0430, lr_0 = 9.9479e-04
Loss = 4.0225e-02, PNorm = 429.9477, GNorm = 1.0618, lr_0 = 9.9479e-04
Validation prc-auc = 0.060416
Epoch 7500
Loss = 1.6000e-02, PNorm = 429.9766, GNorm = 0.1824, lr_0 = 9.9479e-04
Validation prc-auc = 0.058618
Epoch 7501
Loss = 3.9684e-02, PNorm = 430.0070, GNorm = 1.8181, lr_0 = 9.9479e-04
Validation prc-auc = 0.053792
Epoch 7502
Loss = 9.5271e-03, PNorm = 430.0369, GNorm = 0.0437, lr_0 = 9.9479e-04
Validation prc-auc = 0.054655
Epoch 7503
Loss = 6.1159e-02, PNorm = 430.0572, GNorm = 0.2313, lr_0 = 9.9479e-04
Validation prc-auc = 0.063406
Epoch 7504
Loss = 1.1958e-01, PNorm = 430.0795, GNorm = 2.4450, lr_0 = 9.9479e-04
Validation prc-auc = 0.063889
Epoch 7505
Loss = 1.5651e-02, PNorm = 430.1156, GNorm = 0.1062, lr_0 = 9.9479e-04
Validation prc-auc = 0.061883
Epoch 7506
Loss = 2.1447e-02, PNorm = 430.1526, GNorm = 0.5048, lr_0 = 9.9479e-04
Validation prc-auc = 0.067220
Epoch 7507
Loss = 1.5291e-02, PNorm = 430.1819, GNorm = 0.0134, lr_0 = 9.9479e-04
Validation prc-auc = 0.064503
Epoch 7508
Loss = 8.3322e-03, PNorm = 430.2072, GNorm = 0.4934, lr_0 = 9.9479e-04
Validation prc-auc = 0.065760
Epoch 7509
Loss = 3.0757e-02, PNorm = 430.2477, GNorm = 1.3653, lr_0 = 9.9479e-04
Loss = 2.5983e-02, PNorm = 430.2880, GNorm = 1.9954, lr_0 = 9.9479e-04
Validation prc-auc = 0.060913
Epoch 7510
Loss = 1.7894e-02, PNorm = 430.3147, GNorm = 0.1074, lr_0 = 9.9479e-04
Validation prc-auc = 0.059083
Epoch 7511
Loss = 1.3460e-02, PNorm = 430.3362, GNorm = 2.0810, lr_0 = 9.9479e-04
Validation prc-auc = 0.061960
Epoch 7512
Loss = 3.2584e-02, PNorm = 430.3489, GNorm = 0.4111, lr_0 = 9.9478e-04
Validation prc-auc = 0.070766
Epoch 7513
Loss = 2.5829e-02, PNorm = 430.3742, GNorm = 0.6085, lr_0 = 9.9478e-04
Validation prc-auc = 0.072220
Epoch 7514
Loss = 7.6476e-03, PNorm = 430.4021, GNorm = 0.1162, lr_0 = 9.9478e-04
Validation prc-auc = 0.072528
Epoch 7515
Loss = 5.3286e-03, PNorm = 430.4222, GNorm = 0.2650, lr_0 = 9.9478e-04
Validation prc-auc = 0.069885
Epoch 7516
Loss = 7.8866e-02, PNorm = 430.4398, GNorm = 1.8477, lr_0 = 9.9478e-04
Validation prc-auc = 0.066623
Epoch 7517
Loss = 1.5862e-02, PNorm = 430.4668, GNorm = 0.1987, lr_0 = 9.9478e-04
Validation prc-auc = 0.053483
Epoch 7518
Loss = 8.7352e-03, PNorm = 430.4985, GNorm = 1.1345, lr_0 = 9.9478e-04
Validation prc-auc = 0.067717
Epoch 7519
Loss = 2.6342e-02, PNorm = 430.5243, GNorm = 1.1160, lr_0 = 9.9478e-04
Loss = 2.7875e-02, PNorm = 430.5485, GNorm = 1.5530, lr_0 = 9.9478e-04
Validation prc-auc = 0.075997
Epoch 7520
Loss = 9.0275e-03, PNorm = 430.5735, GNorm = 0.9812, lr_0 = 9.9478e-04
Validation prc-auc = 0.074008
Epoch 7521
Loss = 3.0664e-02, PNorm = 430.5911, GNorm = 0.0180, lr_0 = 9.9478e-04
Validation prc-auc = 0.071008
Epoch 7522
Loss = 3.2112e-02, PNorm = 430.6165, GNorm = 2.1573, lr_0 = 9.9478e-04
Validation prc-auc = 0.065060
Epoch 7523
Loss = 2.5066e-02, PNorm = 430.6437, GNorm = 1.7549, lr_0 = 9.9478e-04
Validation prc-auc = 0.056944
Epoch 7524
Loss = 1.7948e-02, PNorm = 430.6758, GNorm = 0.4566, lr_0 = 9.9478e-04
Validation prc-auc = 0.065430
Epoch 7525
Loss = 6.7215e-02, PNorm = 430.7002, GNorm = 2.0105, lr_0 = 9.9477e-04
Validation prc-auc = 0.061263
Epoch 7526
Loss = 1.0276e-02, PNorm = 430.7319, GNorm = 0.3674, lr_0 = 9.9477e-04
Validation prc-auc = 0.066983
Epoch 7527
Loss = 2.8479e-02, PNorm = 430.7585, GNorm = 2.1759, lr_0 = 9.9477e-04
Validation prc-auc = 0.066696
Epoch 7528
Loss = 5.0329e-02, PNorm = 430.7767, GNorm = 1.8267, lr_0 = 9.9477e-04
Validation prc-auc = 0.065279
Epoch 7529
Loss = 1.1531e-02, PNorm = 430.7948, GNorm = 0.4045, lr_0 = 9.9477e-04
Loss = 1.1693e-02, PNorm = 430.8109, GNorm = 0.0640, lr_0 = 9.9477e-04
Validation prc-auc = 0.063411
Epoch 7530
Loss = 1.2957e-02, PNorm = 430.8258, GNorm = 1.7119, lr_0 = 9.9477e-04
Validation prc-auc = 0.060855
Epoch 7531
Loss = 1.7817e-02, PNorm = 430.8474, GNorm = 0.0383, lr_0 = 9.9477e-04
Validation prc-auc = 0.054534
Epoch 7532
Loss = 2.9853e-02, PNorm = 430.8633, GNorm = 1.6173, lr_0 = 9.9477e-04
Validation prc-auc = 0.063408
Epoch 7533
Loss = 5.4491e-03, PNorm = 430.8831, GNorm = 0.1599, lr_0 = 9.9477e-04
Validation prc-auc = 0.066994
Epoch 7534
Loss = 3.7722e-02, PNorm = 430.8997, GNorm = 1.9910, lr_0 = 9.9477e-04
Validation prc-auc = 0.064659
Epoch 7535
Loss = 5.4527e-02, PNorm = 430.9221, GNorm = 0.2618, lr_0 = 9.9477e-04
Validation prc-auc = 0.069712
Epoch 7536
Loss = 7.0720e-02, PNorm = 430.9430, GNorm = 0.1628, lr_0 = 9.9477e-04
Validation prc-auc = 0.073485
Epoch 7537
Loss = 2.2842e-02, PNorm = 430.9697, GNorm = 0.1460, lr_0 = 9.9477e-04
Validation prc-auc = 0.076549
Epoch 7538
Loss = 1.5280e-02, PNorm = 431.0047, GNorm = 1.2206, lr_0 = 9.9477e-04
Validation prc-auc = 0.078814
Epoch 7539
Loss = 4.5303e-04, PNorm = 431.0255, GNorm = 0.0207, lr_0 = 9.9476e-04
Loss = 1.2894e-02, PNorm = 431.0354, GNorm = 0.3138, lr_0 = 9.9476e-04
Validation prc-auc = 0.079155
Epoch 7540
Loss = 5.0932e-02, PNorm = 431.0560, GNorm = 0.3050, lr_0 = 9.9476e-04
Validation prc-auc = 0.080421
Epoch 7541
Loss = 1.7097e-02, PNorm = 431.0790, GNorm = 0.0516, lr_0 = 9.9476e-04
Validation prc-auc = 0.079754
Epoch 7542
Loss = 3.1512e-02, PNorm = 431.0945, GNorm = 0.3745, lr_0 = 9.9476e-04
Validation prc-auc = 0.073380
Epoch 7543
Loss = 5.8504e-02, PNorm = 431.1224, GNorm = 0.2489, lr_0 = 9.9476e-04
Validation prc-auc = 0.066693
Epoch 7544
Loss = 5.6258e-02, PNorm = 431.1485, GNorm = 0.2106, lr_0 = 9.9476e-04
Validation prc-auc = 0.061756
Epoch 7545
Loss = 3.7192e-02, PNorm = 431.1755, GNorm = 1.9166, lr_0 = 9.9476e-04
Validation prc-auc = 0.064588
Epoch 7546
Loss = 3.1723e-02, PNorm = 431.2026, GNorm = 2.3876, lr_0 = 9.9476e-04
Validation prc-auc = 0.057997
Epoch 7547
Loss = 4.5950e-03, PNorm = 431.2268, GNorm = 0.1703, lr_0 = 9.9476e-04
Validation prc-auc = 0.055688
Epoch 7548
Loss = 7.5748e-02, PNorm = 431.2388, GNorm = 0.7198, lr_0 = 9.9476e-04
Validation prc-auc = 0.062489
Epoch 7549
Loss = 5.7127e-02, PNorm = 431.2497, GNorm = 2.3409, lr_0 = 9.9476e-04
Loss = 2.4171e-02, PNorm = 431.2630, GNorm = 1.7502, lr_0 = 9.9476e-04
Validation prc-auc = 0.062599
Epoch 7550
Loss = 4.0725e-02, PNorm = 431.2893, GNorm = 1.0485, lr_0 = 9.9476e-04
Validation prc-auc = 0.063223
Epoch 7551
Loss = 2.3626e-02, PNorm = 431.3121, GNorm = 0.3940, lr_0 = 9.9475e-04
Validation prc-auc = 0.055830
Epoch 7552
Loss = 4.7262e-02, PNorm = 431.3293, GNorm = 0.2016, lr_0 = 9.9475e-04
Validation prc-auc = 0.057674
Epoch 7553
Loss = 1.6149e-02, PNorm = 431.3485, GNorm = 0.0752, lr_0 = 9.9475e-04
Validation prc-auc = 0.059080
Epoch 7554
Loss = 1.9439e-02, PNorm = 431.3755, GNorm = 0.1041, lr_0 = 9.9475e-04
Validation prc-auc = 0.056728
Epoch 7555
Loss = 1.6271e-02, PNorm = 431.4026, GNorm = 0.0204, lr_0 = 9.9475e-04
Validation prc-auc = 0.057180
Epoch 7556
Loss = 3.6195e-02, PNorm = 431.4308, GNorm = 0.5857, lr_0 = 9.9475e-04
Validation prc-auc = 0.052479
Epoch 7557
Loss = 1.8712e-02, PNorm = 431.4552, GNorm = 1.7917, lr_0 = 9.9475e-04
Validation prc-auc = 0.056391
Epoch 7558
Loss = 7.9337e-03, PNorm = 431.4657, GNorm = 0.7122, lr_0 = 9.9475e-04
Validation prc-auc = 0.054874
Epoch 7559
Loss = 2.5105e-02, PNorm = 431.4848, GNorm = 1.5641, lr_0 = 9.9475e-04
Loss = 3.1936e-02, PNorm = 431.5138, GNorm = 0.2807, lr_0 = 9.9475e-04
Validation prc-auc = 0.053641
Epoch 7560
Loss = 3.2598e-02, PNorm = 431.5289, GNorm = 3.1576, lr_0 = 9.9475e-04
Validation prc-auc = 0.055660
Epoch 7561
Loss = 3.1371e-02, PNorm = 431.5518, GNorm = 0.1844, lr_0 = 9.9475e-04
Validation prc-auc = 0.051976
Epoch 7562
Loss = 6.4067e-02, PNorm = 431.5849, GNorm = 1.1570, lr_0 = 9.9475e-04
Validation prc-auc = 0.056321
Epoch 7563
Loss = 3.9802e-02, PNorm = 431.6329, GNorm = 0.0363, lr_0 = 9.9475e-04
Validation prc-auc = 0.053064
Epoch 7564
Loss = 2.8793e-02, PNorm = 431.6688, GNorm = 1.7706, lr_0 = 9.9475e-04
Validation prc-auc = 0.052474
Epoch 7565
Loss = 3.7367e-02, PNorm = 431.6859, GNorm = 1.3527, lr_0 = 9.9474e-04
Validation prc-auc = 0.054738
Epoch 7566
Loss = 1.6143e-02, PNorm = 431.7121, GNorm = 1.9685, lr_0 = 9.9474e-04
Validation prc-auc = 0.046784
Epoch 7567
Loss = 4.5414e-02, PNorm = 431.7474, GNorm = 0.6971, lr_0 = 9.9474e-04
Validation prc-auc = 0.042837
Epoch 7568
Loss = 4.2179e-02, PNorm = 431.7841, GNorm = 1.1052, lr_0 = 9.9474e-04
Validation prc-auc = 0.049394
Epoch 7569
Loss = 2.0181e-03, PNorm = 431.8030, GNorm = 0.0774, lr_0 = 9.9474e-04
Loss = 3.0856e-02, PNorm = 431.8255, GNorm = 0.3291, lr_0 = 9.9474e-04
Validation prc-auc = 0.051254
Epoch 7570
Loss = 3.1543e-02, PNorm = 431.8568, GNorm = 0.2009, lr_0 = 9.9474e-04
Validation prc-auc = 0.051214
Epoch 7571
Loss = 4.4293e-02, PNorm = 431.8833, GNorm = 0.7144, lr_0 = 9.9474e-04
Validation prc-auc = 0.050690
Epoch 7572
Loss = 1.4585e-02, PNorm = 431.9300, GNorm = 0.9856, lr_0 = 9.9474e-04
Validation prc-auc = 0.052344
Epoch 7573
Loss = 2.3908e-02, PNorm = 431.9708, GNorm = 0.6608, lr_0 = 9.9474e-04
Validation prc-auc = 0.054650
Epoch 7574
Loss = 1.5966e-02, PNorm = 432.0050, GNorm = 0.5753, lr_0 = 9.9474e-04
Validation prc-auc = 0.059493
Epoch 7575
Loss = 2.1698e-02, PNorm = 432.0329, GNorm = 1.1014, lr_0 = 9.9474e-04
Validation prc-auc = 0.055823
Epoch 7576
Loss = 9.1069e-02, PNorm = 432.0525, GNorm = 2.2455, lr_0 = 9.9474e-04
Validation prc-auc = 0.058360
Epoch 7577
Loss = 2.5548e-02, PNorm = 432.0688, GNorm = 0.2685, lr_0 = 9.9474e-04
Validation prc-auc = 0.056424
Epoch 7578
Loss = 2.6479e-02, PNorm = 432.0993, GNorm = 1.0979, lr_0 = 9.9474e-04
Validation prc-auc = 0.053144
Epoch 7579
Loss = 4.4609e-03, PNorm = 432.1314, GNorm = 0.2069, lr_0 = 9.9473e-04
Loss = 2.6113e-02, PNorm = 432.1528, GNorm = 1.7614, lr_0 = 9.9473e-04
Validation prc-auc = 0.056726
Epoch 7580
Loss = 4.1396e-02, PNorm = 432.1813, GNorm = 0.8560, lr_0 = 9.9473e-04
Validation prc-auc = 0.058299
Epoch 7581
Loss = 4.6010e-02, PNorm = 432.2131, GNorm = 1.4783, lr_0 = 9.9473e-04
Validation prc-auc = 0.054371
Epoch 7582
Loss = 4.8735e-02, PNorm = 432.2386, GNorm = 3.1467, lr_0 = 9.9473e-04
Validation prc-auc = 0.054387
Epoch 7583
Loss = 7.5617e-03, PNorm = 432.2640, GNorm = 0.0336, lr_0 = 9.9473e-04
Validation prc-auc = 0.052413
Epoch 7584
Loss = 1.4595e-02, PNorm = 432.2860, GNorm = 2.0137, lr_0 = 9.9473e-04
Validation prc-auc = 0.052603
Epoch 7585
Loss = 3.2305e-02, PNorm = 432.3050, GNorm = 3.4298, lr_0 = 9.9473e-04
Validation prc-auc = 0.054001
Epoch 7586
Loss = 3.5980e-02, PNorm = 432.3249, GNorm = 0.0465, lr_0 = 9.9473e-04
Validation prc-auc = 0.061170
Epoch 7587
Loss = 5.4824e-02, PNorm = 432.3545, GNorm = 1.7275, lr_0 = 9.9473e-04
Validation prc-auc = 0.061202
Epoch 7588
Loss = 3.4390e-02, PNorm = 432.3896, GNorm = 0.0051, lr_0 = 9.9473e-04
Validation prc-auc = 0.062019
Epoch 7589
Loss = 2.2915e-02, PNorm = 432.4111, GNorm = 1.5196, lr_0 = 9.9473e-04
Loss = 2.4390e-02, PNorm = 432.4364, GNorm = 0.2723, lr_0 = 9.9473e-04
Validation prc-auc = 0.054344
Epoch 7590
Loss = 3.7758e-02, PNorm = 432.4602, GNorm = 1.3816, lr_0 = 9.9473e-04
Validation prc-auc = 0.055812
Epoch 7591
Loss = 3.1348e-02, PNorm = 432.5042, GNorm = 2.0059, lr_0 = 9.9472e-04
Validation prc-auc = 0.045970
Epoch 7592
Loss = 1.6812e-02, PNorm = 432.5411, GNorm = 2.1947, lr_0 = 9.9472e-04
Validation prc-auc = 0.046134
Epoch 7593
Loss = 4.9433e-02, PNorm = 432.5736, GNorm = 4.2999, lr_0 = 9.9472e-04
Validation prc-auc = 0.049236
Epoch 7594
Loss = 1.7589e-02, PNorm = 432.6050, GNorm = 0.8828, lr_0 = 9.9472e-04
Validation prc-auc = 0.047595
Epoch 7595
Loss = 6.0979e-02, PNorm = 432.6294, GNorm = 0.3572, lr_0 = 9.9472e-04
Validation prc-auc = 0.048079
Epoch 7596
Loss = 2.7275e-02, PNorm = 432.6521, GNorm = 0.5406, lr_0 = 9.9472e-04
Validation prc-auc = 0.057231
Epoch 7597
Loss = 1.6166e-02, PNorm = 432.6752, GNorm = 1.0415, lr_0 = 9.9472e-04
Validation prc-auc = 0.054890
Epoch 7598
Loss = 1.8132e-01, PNorm = 432.6957, GNorm = 1.8205, lr_0 = 9.9472e-04
Validation prc-auc = 0.053139
Epoch 7599
Loss = 2.9789e-03, PNorm = 432.7293, GNorm = 0.1975, lr_0 = 9.9472e-04
Loss = 5.3940e-02, PNorm = 432.7621, GNorm = 0.9579, lr_0 = 9.9472e-04
Validation prc-auc = 0.055749
Epoch 7600
Loss = 2.5272e-02, PNorm = 432.7911, GNorm = 0.3265, lr_0 = 9.9472e-04
Validation prc-auc = 0.041284
Epoch 7601
Loss = 2.2707e-02, PNorm = 432.8176, GNorm = 0.0565, lr_0 = 9.9472e-04
Validation prc-auc = 0.038069
Epoch 7602
Loss = 2.7666e-02, PNorm = 432.8364, GNorm = 1.2414, lr_0 = 9.9472e-04
Validation prc-auc = 0.031054
Epoch 7603
Loss = 1.6006e-02, PNorm = 432.8567, GNorm = 1.0895, lr_0 = 9.9472e-04
Validation prc-auc = 0.028322
Epoch 7604
Loss = 2.6232e-02, PNorm = 432.8721, GNorm = 1.6177, lr_0 = 9.9472e-04
Validation prc-auc = 0.030233
Epoch 7605
Loss = 1.3106e-02, PNorm = 432.8840, GNorm = 1.5655, lr_0 = 9.9471e-04
Validation prc-auc = 0.035841
Epoch 7606
Loss = 6.4953e-03, PNorm = 432.8956, GNorm = 0.7155, lr_0 = 9.9471e-04
Validation prc-auc = 0.030445
Epoch 7607
Loss = 1.2142e-02, PNorm = 432.9103, GNorm = 0.1913, lr_0 = 9.9471e-04
Validation prc-auc = 0.037738
Epoch 7608
Loss = 1.2524e-02, PNorm = 432.9296, GNorm = 0.1138, lr_0 = 9.9471e-04
Validation prc-auc = 0.036576
Epoch 7609
Loss = 2.1958e-02, PNorm = 432.9479, GNorm = 1.2479, lr_0 = 9.9471e-04
Loss = 1.8814e-02, PNorm = 432.9648, GNorm = 2.9948, lr_0 = 9.9471e-04
Validation prc-auc = 0.037938
Epoch 7610
Loss = 2.2122e-02, PNorm = 432.9784, GNorm = 0.0770, lr_0 = 9.9471e-04
Validation prc-auc = 0.032111
Epoch 7611
Loss = 5.2846e-02, PNorm = 432.9925, GNorm = 0.4367, lr_0 = 9.9471e-04
Validation prc-auc = 0.036528
Epoch 7612
Loss = 2.9965e-02, PNorm = 433.0198, GNorm = 0.9556, lr_0 = 9.9471e-04
Validation prc-auc = 0.036631
Epoch 7613
Loss = 1.4059e-02, PNorm = 433.0511, GNorm = 0.0871, lr_0 = 9.9471e-04
Validation prc-auc = 0.038887
Epoch 7614
Loss = 1.8161e-02, PNorm = 433.0765, GNorm = 1.0993, lr_0 = 9.9471e-04
Validation prc-auc = 0.042720
Epoch 7615
Loss = 1.3193e-02, PNorm = 433.0867, GNorm = 0.1233, lr_0 = 9.9471e-04
Validation prc-auc = 0.043133
Epoch 7616
Loss = 7.6854e-02, PNorm = 433.1019, GNorm = 0.2300, lr_0 = 9.9471e-04
Validation prc-auc = 0.045044
Epoch 7617
Loss = 1.2856e-02, PNorm = 433.1242, GNorm = 0.7494, lr_0 = 9.9471e-04
Validation prc-auc = 0.045846
Epoch 7618
Loss = 3.0850e-03, PNorm = 433.1447, GNorm = 0.2533, lr_0 = 9.9470e-04
Validation prc-auc = 0.046243
Epoch 7619
Loss = 1.9942e-03, PNorm = 433.1608, GNorm = 0.1479, lr_0 = 9.9470e-04
Loss = 2.2053e-02, PNorm = 433.1901, GNorm = 0.0864, lr_0 = 9.9470e-04
Validation prc-auc = 0.056493
Epoch 7620
Loss = 5.6361e-02, PNorm = 433.2166, GNorm = 1.1238, lr_0 = 9.9470e-04
Validation prc-auc = 0.058571
Epoch 7621
Loss = 3.1659e-02, PNorm = 433.2432, GNorm = 2.6033, lr_0 = 9.9470e-04
Validation prc-auc = 0.055922
Epoch 7622
Loss = 2.5643e-02, PNorm = 433.2750, GNorm = 0.5916, lr_0 = 9.9470e-04
Validation prc-auc = 0.059213
Epoch 7623
Loss = 1.9415e-02, PNorm = 433.3023, GNorm = 0.3937, lr_0 = 9.9470e-04
Validation prc-auc = 0.056120
Epoch 7624
Loss = 1.1959e-02, PNorm = 433.3205, GNorm = 0.3608, lr_0 = 9.9470e-04
Validation prc-auc = 0.056032
Epoch 7625
Loss = 3.6223e-02, PNorm = 433.3448, GNorm = 1.7084, lr_0 = 9.9470e-04
Validation prc-auc = 0.059467
Epoch 7626
Loss = 4.1184e-03, PNorm = 433.3692, GNorm = 0.2790, lr_0 = 9.9470e-04
Validation prc-auc = 0.056677
Epoch 7627
Loss = 3.4450e-02, PNorm = 433.3865, GNorm = 0.3434, lr_0 = 9.9470e-04
Validation prc-auc = 0.057075
Epoch 7628
Loss = 7.7119e-03, PNorm = 433.4040, GNorm = 0.7038, lr_0 = 9.9470e-04
Validation prc-auc = 0.057140
Epoch 7629
Loss = 1.3821e-03, PNorm = 433.4166, GNorm = 0.0683, lr_0 = 9.9470e-04
Loss = 1.0109e-02, PNorm = 433.4330, GNorm = 0.0806, lr_0 = 9.9470e-04
Validation prc-auc = 0.054505
Epoch 7630
Loss = 4.2640e-02, PNorm = 433.4621, GNorm = 0.8659, lr_0 = 9.9470e-04
Validation prc-auc = 0.052813
Epoch 7631
Loss = 1.5475e-02, PNorm = 433.4859, GNorm = 0.1091, lr_0 = 9.9469e-04
Validation prc-auc = 0.053365
Epoch 7632
Loss = 3.3418e-02, PNorm = 433.4989, GNorm = 1.8650, lr_0 = 9.9469e-04
Validation prc-auc = 0.054589
Epoch 7633
Loss = 6.3860e-02, PNorm = 433.5262, GNorm = 0.3301, lr_0 = 9.9469e-04
Validation prc-auc = 0.057135
Epoch 7634
Loss = 4.2041e-02, PNorm = 433.5610, GNorm = 1.1926, lr_0 = 9.9469e-04
Validation prc-auc = 0.053518
Epoch 7635
Loss = 7.4272e-02, PNorm = 433.5963, GNorm = 2.6937, lr_0 = 9.9469e-04
Validation prc-auc = 0.051396
Epoch 7636
Loss = 2.2618e-02, PNorm = 433.6248, GNorm = 2.0999, lr_0 = 9.9469e-04
Validation prc-auc = 0.053457
Epoch 7637
Loss = 8.5816e-03, PNorm = 433.6595, GNorm = 0.1534, lr_0 = 9.9469e-04
Validation prc-auc = 0.054455
Epoch 7638
Loss = 8.8396e-03, PNorm = 433.6783, GNorm = 0.2070, lr_0 = 9.9469e-04
Validation prc-auc = 0.051254
Epoch 7639
Loss = 2.4491e-02, PNorm = 433.6911, GNorm = 0.9585, lr_0 = 9.9469e-04
Loss = 7.1062e-03, PNorm = 433.7011, GNorm = 0.0218, lr_0 = 9.9469e-04
Validation prc-auc = 0.050535
Epoch 7640
Loss = 1.3191e-02, PNorm = 433.7143, GNorm = 0.3479, lr_0 = 9.9469e-04
Validation prc-auc = 0.055308
Epoch 7641
Loss = 4.1796e-02, PNorm = 433.7269, GNorm = 0.0947, lr_0 = 9.9469e-04
Validation prc-auc = 0.055548
Epoch 7642
Loss = 2.7875e-02, PNorm = 433.7501, GNorm = 0.1093, lr_0 = 9.9469e-04
Validation prc-auc = 0.049290
Epoch 7643
Loss = 4.4502e-02, PNorm = 433.7896, GNorm = 2.6971, lr_0 = 9.9469e-04
Validation prc-auc = 0.043068
Epoch 7644
Loss = 6.4523e-02, PNorm = 433.8189, GNorm = 0.2235, lr_0 = 9.9469e-04
Validation prc-auc = 0.044523
Epoch 7645
Loss = 4.3955e-02, PNorm = 433.8498, GNorm = 0.6861, lr_0 = 9.9468e-04
Validation prc-auc = 0.045466
Epoch 7646
Loss = 2.5387e-02, PNorm = 433.8765, GNorm = 2.1674, lr_0 = 9.9468e-04
Validation prc-auc = 0.047118
Epoch 7647
Loss = 3.3845e-02, PNorm = 433.9057, GNorm = 0.2459, lr_0 = 9.9468e-04
Validation prc-auc = 0.046116
Epoch 7648
Loss = 9.1083e-03, PNorm = 433.9403, GNorm = 0.8968, lr_0 = 9.9468e-04
Validation prc-auc = 0.048354
Epoch 7649
Loss = 1.4667e-02, PNorm = 433.9761, GNorm = 0.8474, lr_0 = 9.9468e-04
Loss = 1.5169e-02, PNorm = 434.0126, GNorm = 0.0840, lr_0 = 9.9468e-04
Validation prc-auc = 0.047412
Epoch 7650
Loss = 8.4325e-03, PNorm = 434.0352, GNorm = 0.3341, lr_0 = 9.9468e-04
Validation prc-auc = 0.044413
Epoch 7651
Loss = 1.0513e-02, PNorm = 434.0484, GNorm = 0.0846, lr_0 = 9.9468e-04
Validation prc-auc = 0.044884
Epoch 7652
Loss = 5.5282e-02, PNorm = 434.0642, GNorm = 2.1741, lr_0 = 9.9468e-04
Validation prc-auc = 0.049256
Epoch 7653
Loss = 6.6907e-02, PNorm = 434.0968, GNorm = 1.3114, lr_0 = 9.9468e-04
Validation prc-auc = 0.049183
Epoch 7654
Loss = 3.6932e-02, PNorm = 434.1343, GNorm = 0.3142, lr_0 = 9.9468e-04
Validation prc-auc = 0.049798
Epoch 7655
Loss = 4.0460e-02, PNorm = 434.1694, GNorm = 0.8466, lr_0 = 9.9468e-04
Validation prc-auc = 0.050102
Epoch 7656
Loss = 5.0448e-03, PNorm = 434.1934, GNorm = 0.0967, lr_0 = 9.9468e-04
Validation prc-auc = 0.050612
Epoch 7657
Loss = 4.2177e-03, PNorm = 434.2093, GNorm = 0.0627, lr_0 = 9.9468e-04
Validation prc-auc = 0.054024
Epoch 7658
Loss = 2.8769e-02, PNorm = 434.2292, GNorm = 2.0705, lr_0 = 9.9467e-04
Validation prc-auc = 0.054039
Epoch 7659
Loss = 4.4631e-03, PNorm = 434.2461, GNorm = 0.2146, lr_0 = 9.9467e-04
Loss = 2.5312e-02, PNorm = 434.2612, GNorm = 2.1908, lr_0 = 9.9467e-04
Validation prc-auc = 0.059139
Epoch 7660
Loss = 1.7013e-02, PNorm = 434.2889, GNorm = 2.5724, lr_0 = 9.9467e-04
Validation prc-auc = 0.059321
Epoch 7661
Loss = 2.8290e-02, PNorm = 434.3121, GNorm = 0.8840, lr_0 = 9.9467e-04
Validation prc-auc = 0.048530
Epoch 7662
Loss = 2.2184e-02, PNorm = 434.3336, GNorm = 1.0405, lr_0 = 9.9467e-04
Validation prc-auc = 0.047482
Epoch 7663
Loss = 2.8609e-02, PNorm = 434.3537, GNorm = 0.1629, lr_0 = 9.9467e-04
Validation prc-auc = 0.040385
Epoch 7664
Loss = 3.9240e-02, PNorm = 434.3699, GNorm = 3.4007, lr_0 = 9.9467e-04
Validation prc-auc = 0.038161
Epoch 7665
Loss = 3.3466e-03, PNorm = 434.3939, GNorm = 0.3486, lr_0 = 9.9467e-04
Validation prc-auc = 0.036183
Epoch 7666
Loss = 2.6589e-02, PNorm = 434.4143, GNorm = 1.4470, lr_0 = 9.9467e-04
Validation prc-auc = 0.038292
Epoch 7667
Loss = 4.9540e-02, PNorm = 434.4363, GNorm = 1.3710, lr_0 = 9.9467e-04
Validation prc-auc = 0.042370
Epoch 7668
Loss = 5.1167e-03, PNorm = 434.4581, GNorm = 0.1148, lr_0 = 9.9467e-04
Validation prc-auc = 0.043957
Epoch 7669
Loss = 2.5403e-01, PNorm = 434.4760, GNorm = 2.1909, lr_0 = 9.9467e-04
Loss = 2.4321e-02, PNorm = 434.4933, GNorm = 0.9242, lr_0 = 9.9467e-04
Validation prc-auc = 0.040279
Epoch 7670
Loss = 2.0055e-02, PNorm = 434.5126, GNorm = 1.5926, lr_0 = 9.9467e-04
Validation prc-auc = 0.044254
Epoch 7671
Loss = 1.9566e-02, PNorm = 434.5355, GNorm = 0.0353, lr_0 = 9.9466e-04
Validation prc-auc = 0.044904
Epoch 7672
Loss = 7.8773e-03, PNorm = 434.5536, GNorm = 0.0268, lr_0 = 9.9466e-04
Validation prc-auc = 0.044954
Epoch 7673
Loss = 2.0240e-02, PNorm = 434.5749, GNorm = 1.0307, lr_0 = 9.9466e-04
Validation prc-auc = 0.045826
Epoch 7674
Loss = 5.3477e-02, PNorm = 434.5910, GNorm = 0.5908, lr_0 = 9.9466e-04
Validation prc-auc = 0.043399
Epoch 7675
Loss = 3.6946e-02, PNorm = 434.6182, GNorm = 2.9949, lr_0 = 9.9466e-04
Validation prc-auc = 0.039749
Epoch 7676
Loss = 4.4001e-02, PNorm = 434.6633, GNorm = 5.4739, lr_0 = 9.9466e-04
Validation prc-auc = 0.045276
Epoch 7677
Loss = 1.7627e-02, PNorm = 434.7062, GNorm = 1.6982, lr_0 = 9.9466e-04
Validation prc-auc = 0.037801
Epoch 7678
Loss = 1.2804e-02, PNorm = 434.7349, GNorm = 0.1624, lr_0 = 9.9466e-04
Validation prc-auc = 0.036225
Epoch 7679
Loss = 3.5470e-02, PNorm = 434.7597, GNorm = 1.1951, lr_0 = 9.9466e-04
Loss = 7.8342e-02, PNorm = 434.7906, GNorm = 0.5935, lr_0 = 9.9466e-04
Validation prc-auc = 0.036576
Epoch 7680
Loss = 4.7439e-02, PNorm = 434.8246, GNorm = 0.6311, lr_0 = 9.9466e-04
Validation prc-auc = 0.025984
Epoch 7681
Loss = 6.1910e-02, PNorm = 434.8661, GNorm = 1.5298, lr_0 = 9.9466e-04
Validation prc-auc = 0.026842
Epoch 7682
Loss = 8.7779e-02, PNorm = 434.9174, GNorm = 3.5213, lr_0 = 9.9466e-04
Validation prc-auc = 0.033422
Epoch 7683
Loss = 3.5308e-02, PNorm = 434.9739, GNorm = 2.0776, lr_0 = 9.9466e-04
Validation prc-auc = 0.041738
Epoch 7684
Loss = 1.4837e-02, PNorm = 435.0052, GNorm = 1.1333, lr_0 = 9.9465e-04
Validation prc-auc = 0.039064
Epoch 7685
Loss = 1.4830e-02, PNorm = 435.0258, GNorm = 1.0329, lr_0 = 9.9465e-04
Validation prc-auc = 0.037743
Epoch 7686
Loss = 1.4741e-02, PNorm = 435.0497, GNorm = 1.2253, lr_0 = 9.9465e-04
Validation prc-auc = 0.038656
Epoch 7687
Loss = 5.5667e-02, PNorm = 435.0857, GNorm = 0.2877, lr_0 = 9.9465e-04
Validation prc-auc = 0.034211
Epoch 7688
Loss = 6.4055e-02, PNorm = 435.1256, GNorm = 0.6410, lr_0 = 9.9465e-04
Validation prc-auc = 0.029454
Epoch 7689
Loss = 1.5646e-01, PNorm = 435.1615, GNorm = 3.1474, lr_0 = 9.9465e-04
Loss = 4.9247e-02, PNorm = 435.2107, GNorm = 0.1058, lr_0 = 9.9465e-04
Validation prc-auc = 0.034075
Epoch 7690
Loss = 2.1190e-02, PNorm = 435.2540, GNorm = 1.3674, lr_0 = 9.9465e-04
Validation prc-auc = 0.044770
Epoch 7691
Loss = 3.8306e-02, PNorm = 435.2815, GNorm = 1.0650, lr_0 = 9.9465e-04
Validation prc-auc = 0.047869
Epoch 7692
Loss = 4.8469e-02, PNorm = 435.3079, GNorm = 1.6982, lr_0 = 9.9465e-04
Validation prc-auc = 0.033483
Epoch 7693
Loss = 1.9423e-02, PNorm = 435.3434, GNorm = 0.7029, lr_0 = 9.9465e-04
Validation prc-auc = 0.044843
Epoch 7694
Loss = 2.2312e-02, PNorm = 435.3799, GNorm = 1.3074, lr_0 = 9.9465e-04
Validation prc-auc = 0.044488
Epoch 7695
Loss = 1.5358e-02, PNorm = 435.4182, GNorm = 0.9682, lr_0 = 9.9465e-04
Validation prc-auc = 0.042006
Epoch 7696
Loss = 1.5201e-02, PNorm = 435.4451, GNorm = 0.0336, lr_0 = 9.9465e-04
Validation prc-auc = 0.042121
Epoch 7697
Loss = 9.4240e-03, PNorm = 435.4737, GNorm = 0.6886, lr_0 = 9.9465e-04
Validation prc-auc = 0.039772
Epoch 7698
Loss = 8.9241e-03, PNorm = 435.4953, GNorm = 0.1361, lr_0 = 9.9464e-04
Validation prc-auc = 0.033160
Epoch 7699
Loss = 3.6969e-02, PNorm = 435.5160, GNorm = 1.7586, lr_0 = 9.9464e-04
Loss = 3.3395e-02, PNorm = 435.5461, GNorm = 0.7552, lr_0 = 9.9464e-04
Validation prc-auc = 0.034563
Epoch 7700
Loss = 3.7453e-02, PNorm = 435.5756, GNorm = 1.8830, lr_0 = 9.9464e-04
Validation prc-auc = 0.037202
Epoch 7701
Loss = 2.6476e-02, PNorm = 435.6054, GNorm = 0.8582, lr_0 = 9.9464e-04
Validation prc-auc = 0.042923
Epoch 7702
Loss = 1.6698e-02, PNorm = 435.6314, GNorm = 0.1072, lr_0 = 9.9464e-04
Validation prc-auc = 0.051532
Epoch 7703
Loss = 3.2324e-02, PNorm = 435.6489, GNorm = 0.2692, lr_0 = 9.9464e-04
Validation prc-auc = 0.046097
Epoch 7704
Loss = 3.3874e-02, PNorm = 435.6845, GNorm = 1.6433, lr_0 = 9.9464e-04
Validation prc-auc = 0.053139
Epoch 7705
Loss = 6.7414e-03, PNorm = 435.7186, GNorm = 0.0891, lr_0 = 9.9464e-04
Validation prc-auc = 0.048643
Epoch 7706
Loss = 1.7836e-02, PNorm = 435.7377, GNorm = 0.7124, lr_0 = 9.9464e-04
Validation prc-auc = 0.042649
Epoch 7707
Loss = 2.7563e-02, PNorm = 435.7679, GNorm = 2.9575, lr_0 = 9.9464e-04
Validation prc-auc = 0.050690
Epoch 7708
Loss = 1.2385e-02, PNorm = 435.8014, GNorm = 1.0633, lr_0 = 9.9464e-04
Validation prc-auc = 0.047031
Epoch 7709
Loss = 2.8553e-02, PNorm = 435.8230, GNorm = 0.9497, lr_0 = 9.9464e-04
Loss = 1.8189e-02, PNorm = 435.8455, GNorm = 0.3420, lr_0 = 9.9464e-04
Validation prc-auc = 0.045038
Epoch 7710
Loss = 4.6311e-02, PNorm = 435.8871, GNorm = 0.0753, lr_0 = 9.9464e-04
Validation prc-auc = 0.056492
Epoch 7711
Loss = 4.5737e-02, PNorm = 435.9225, GNorm = 1.2394, lr_0 = 9.9463e-04
Validation prc-auc = 0.058486
Epoch 7712
Loss = 2.3492e-02, PNorm = 435.9456, GNorm = 0.3859, lr_0 = 9.9463e-04
Validation prc-auc = 0.049174
Epoch 7713
Loss = 5.6692e-02, PNorm = 435.9766, GNorm = 0.0878, lr_0 = 9.9463e-04
Validation prc-auc = 0.048708
Epoch 7714
Loss = 4.2083e-02, PNorm = 436.0087, GNorm = 2.0001, lr_0 = 9.9463e-04
Validation prc-auc = 0.048264
Epoch 7715
Loss = 2.7986e-02, PNorm = 436.0324, GNorm = 2.8330, lr_0 = 9.9463e-04
Validation prc-auc = 0.041140
Epoch 7716
Loss = 3.1456e-02, PNorm = 436.0638, GNorm = 0.5067, lr_0 = 9.9463e-04
Validation prc-auc = 0.041412
Epoch 7717
Loss = 1.9481e-02, PNorm = 436.0940, GNorm = 0.0339, lr_0 = 9.9463e-04
Validation prc-auc = 0.047538
Epoch 7718
Loss = 2.9000e-02, PNorm = 436.1209, GNorm = 1.5958, lr_0 = 9.9463e-04
Validation prc-auc = 0.048073
Epoch 7719
Loss = 1.5506e-03, PNorm = 436.1414, GNorm = 0.0971, lr_0 = 9.9463e-04
Loss = 9.4123e-02, PNorm = 436.1776, GNorm = 0.7003, lr_0 = 9.9463e-04
Validation prc-auc = 0.051422
Epoch 7720
Loss = 3.0535e-02, PNorm = 436.2341, GNorm = 0.1825, lr_0 = 9.9463e-04
Validation prc-auc = 0.061528
Epoch 7721
Loss = 3.9161e-02, PNorm = 436.2727, GNorm = 2.0169, lr_0 = 9.9463e-04
Validation prc-auc = 0.055887
Epoch 7722
Loss = 2.5698e-02, PNorm = 436.3031, GNorm = 1.3155, lr_0 = 9.9463e-04
Validation prc-auc = 0.056536
Epoch 7723
Loss = 1.9258e-02, PNorm = 436.3298, GNorm = 2.5624, lr_0 = 9.9463e-04
Validation prc-auc = 0.057966
Epoch 7724
Loss = 2.7989e-02, PNorm = 436.3544, GNorm = 1.3297, lr_0 = 9.9462e-04
Validation prc-auc = 0.054654
Epoch 7725
Loss = 2.7098e-02, PNorm = 436.3815, GNorm = 0.0429, lr_0 = 9.9462e-04
Validation prc-auc = 0.042946
Epoch 7726
Loss = 5.9897e-02, PNorm = 436.4139, GNorm = 3.3549, lr_0 = 9.9462e-04
Validation prc-auc = 0.040462
Epoch 7727
Loss = 4.5568e-02, PNorm = 436.4586, GNorm = 1.7825, lr_0 = 9.9462e-04
Validation prc-auc = 0.038566
Epoch 7728
Loss = 4.0476e-03, PNorm = 436.4885, GNorm = 0.3096, lr_0 = 9.9462e-04
Validation prc-auc = 0.044092
Epoch 7729
Loss = 7.9468e-04, PNorm = 436.5122, GNorm = 0.0329, lr_0 = 9.9462e-04
Loss = 7.1612e-02, PNorm = 436.5299, GNorm = 0.1461, lr_0 = 9.9462e-04
Validation prc-auc = 0.033901
Epoch 7730
Loss = 2.7004e-02, PNorm = 436.5595, GNorm = 1.2071, lr_0 = 9.9462e-04
Validation prc-auc = 0.025519
Epoch 7731
Loss = 3.4059e-02, PNorm = 436.5881, GNorm = 0.1956, lr_0 = 9.9462e-04
Validation prc-auc = 0.024321
Epoch 7732
Loss = 1.3272e-02, PNorm = 436.6113, GNorm = 1.0352, lr_0 = 9.9462e-04
Validation prc-auc = 0.029611
Epoch 7733
Loss = 2.8569e-02, PNorm = 436.6321, GNorm = 0.2877, lr_0 = 9.9462e-04
Validation prc-auc = 0.032025
Epoch 7734
Loss = 2.4260e-02, PNorm = 436.6593, GNorm = 0.4697, lr_0 = 9.9462e-04
Validation prc-auc = 0.032131
Epoch 7735
Loss = 3.8655e-02, PNorm = 436.6861, GNorm = 1.5685, lr_0 = 9.9462e-04
Validation prc-auc = 0.040146
Epoch 7736
Loss = 1.7130e-02, PNorm = 436.7030, GNorm = 0.7778, lr_0 = 9.9462e-04
Validation prc-auc = 0.036942
Epoch 7737
Loss = 5.8369e-02, PNorm = 436.7277, GNorm = 1.2644, lr_0 = 9.9462e-04
Validation prc-auc = 0.036110
Epoch 7738
Loss = 5.5214e-03, PNorm = 436.7675, GNorm = 0.1659, lr_0 = 9.9461e-04
Validation prc-auc = 0.034886
Epoch 7739
Loss = 1.7885e-03, PNorm = 436.7928, GNorm = 0.1197, lr_0 = 9.9461e-04
Loss = 5.4821e-02, PNorm = 436.8149, GNorm = 2.2267, lr_0 = 9.9461e-04
Validation prc-auc = 0.037470
Epoch 7740
Loss = 4.2535e-02, PNorm = 436.8513, GNorm = 0.8207, lr_0 = 9.9461e-04
Validation prc-auc = 0.043971
Epoch 7741
Loss = 1.8617e-02, PNorm = 436.8813, GNorm = 0.4266, lr_0 = 9.9461e-04
Validation prc-auc = 0.044365
Epoch 7742
Loss = 3.2042e-02, PNorm = 436.9037, GNorm = 0.2179, lr_0 = 9.9461e-04
Validation prc-auc = 0.046392
Epoch 7743
Loss = 2.4321e-02, PNorm = 436.9250, GNorm = 0.6884, lr_0 = 9.9461e-04
Validation prc-auc = 0.048413
Epoch 7744
Loss = 4.1171e-02, PNorm = 436.9512, GNorm = 0.1896, lr_0 = 9.9461e-04
Validation prc-auc = 0.049951
Epoch 7745
Loss = 1.1529e-02, PNorm = 436.9791, GNorm = 0.0434, lr_0 = 9.9461e-04
Validation prc-auc = 0.047500
Epoch 7746
Loss = 5.4660e-03, PNorm = 436.9997, GNorm = 0.0738, lr_0 = 9.9461e-04
Validation prc-auc = 0.044941
Epoch 7747
Loss = 2.5268e-02, PNorm = 437.0251, GNorm = 0.0756, lr_0 = 9.9461e-04
Validation prc-auc = 0.041848
Epoch 7748
Loss = 7.3724e-03, PNorm = 437.0475, GNorm = 0.6720, lr_0 = 9.9461e-04
Validation prc-auc = 0.041239
Epoch 7749
Loss = 1.0487e-02, PNorm = 437.0638, GNorm = 0.4129, lr_0 = 9.9461e-04
Loss = 2.8491e-02, PNorm = 437.0770, GNorm = 2.9874, lr_0 = 9.9461e-04
Validation prc-auc = 0.041459
Epoch 7750
Loss = 5.6387e-02, PNorm = 437.1012, GNorm = 0.2245, lr_0 = 9.9460e-04
Validation prc-auc = 0.044373
Epoch 7751
Loss = 1.3238e-02, PNorm = 437.1273, GNorm = 0.7194, lr_0 = 9.9460e-04
Validation prc-auc = 0.044660
Epoch 7752
Loss = 2.2568e-02, PNorm = 437.1525, GNorm = 0.2695, lr_0 = 9.9460e-04
Validation prc-auc = 0.043058
Epoch 7753
Loss = 4.0028e-03, PNorm = 437.1725, GNorm = 0.1829, lr_0 = 9.9460e-04
Validation prc-auc = 0.043248
Epoch 7754
Loss = 2.5366e-02, PNorm = 437.1900, GNorm = 0.0823, lr_0 = 9.9460e-04
Validation prc-auc = 0.044446
Epoch 7755
Loss = 8.5654e-03, PNorm = 437.2120, GNorm = 0.7286, lr_0 = 9.9460e-04
Validation prc-auc = 0.043185
Epoch 7756
Loss = 2.2975e-02, PNorm = 437.2328, GNorm = 0.2937, lr_0 = 9.9460e-04
Validation prc-auc = 0.041354
Epoch 7757
Loss = 1.8527e-02, PNorm = 437.2554, GNorm = 2.5786, lr_0 = 9.9460e-04
Validation prc-auc = 0.039606
Epoch 7758
Loss = 1.4830e-02, PNorm = 437.2766, GNorm = 1.2927, lr_0 = 9.9460e-04
Validation prc-auc = 0.033506
Epoch 7759
Loss = 3.7959e-02, PNorm = 437.2915, GNorm = 1.5869, lr_0 = 9.9460e-04
Loss = 1.7919e-02, PNorm = 437.3159, GNorm = 5.6149, lr_0 = 9.9460e-04
Validation prc-auc = 0.032601
Epoch 7760
Loss = 2.5295e-02, PNorm = 437.3497, GNorm = 1.2685, lr_0 = 9.9460e-04
Validation prc-auc = 0.036088
Epoch 7761
Loss = 4.0856e-02, PNorm = 437.3745, GNorm = 4.6322, lr_0 = 9.9460e-04
Validation prc-auc = 0.038583
Epoch 7762
Loss = 4.0829e-02, PNorm = 437.4032, GNorm = 0.2392, lr_0 = 9.9460e-04
Validation prc-auc = 0.041998
Epoch 7763
Loss = 1.4176e-01, PNorm = 437.4512, GNorm = 2.1955, lr_0 = 9.9460e-04
Validation prc-auc = 0.042974
Epoch 7764
Loss = 2.5508e-02, PNorm = 437.5065, GNorm = 2.7180, lr_0 = 9.9459e-04
Validation prc-auc = 0.042807
Epoch 7765
Loss = 3.2199e-02, PNorm = 437.5422, GNorm = 0.5966, lr_0 = 9.9459e-04
Validation prc-auc = 0.046338
Epoch 7766
Loss = 3.1711e-02, PNorm = 437.5754, GNorm = 0.2686, lr_0 = 9.9459e-04
Validation prc-auc = 0.045193
Epoch 7767
Loss = 5.9915e-03, PNorm = 437.6048, GNorm = 0.2476, lr_0 = 9.9459e-04
Validation prc-auc = 0.041867
Epoch 7768
Loss = 1.6180e-02, PNorm = 437.6313, GNorm = 0.3984, lr_0 = 9.9459e-04
Validation prc-auc = 0.041569
Epoch 7769
Loss = 5.4231e-02, PNorm = 437.6717, GNorm = 0.9798, lr_0 = 9.9459e-04
Loss = 3.2696e-02, PNorm = 437.6955, GNorm = 0.0480, lr_0 = 9.9459e-04
Validation prc-auc = 0.040499
Epoch 7770
Loss = 3.0879e-02, PNorm = 437.7161, GNorm = 2.2675, lr_0 = 9.9459e-04
Validation prc-auc = 0.039652
Epoch 7771
Loss = 2.8725e-02, PNorm = 437.7300, GNorm = 0.8992, lr_0 = 9.9459e-04
Validation prc-auc = 0.041720
Epoch 7772
Loss = 3.1352e-02, PNorm = 437.7536, GNorm = 0.5151, lr_0 = 9.9459e-04
Validation prc-auc = 0.037350
Epoch 7773
Loss = 2.7784e-02, PNorm = 437.7809, GNorm = 0.4139, lr_0 = 9.9459e-04
Validation prc-auc = 0.036861
Epoch 7774
Loss = 8.2505e-03, PNorm = 437.7984, GNorm = 0.5180, lr_0 = 9.9459e-04
Validation prc-auc = 0.036764
Epoch 7775
Loss = 5.9620e-02, PNorm = 437.8135, GNorm = 1.1388, lr_0 = 9.9459e-04
Validation prc-auc = 0.036528
Epoch 7776
Loss = 2.2421e-02, PNorm = 437.8320, GNorm = 0.2822, lr_0 = 9.9459e-04
Validation prc-auc = 0.036764
Epoch 7777
Loss = 9.1829e-03, PNorm = 437.8558, GNorm = 0.4058, lr_0 = 9.9459e-04
Validation prc-auc = 0.036485
Epoch 7778
Loss = 6.1838e-03, PNorm = 437.8887, GNorm = 0.2015, lr_0 = 9.9458e-04
Validation prc-auc = 0.035564
Epoch 7779
Loss = 4.3821e-03, PNorm = 437.9197, GNorm = 0.2620, lr_0 = 9.9458e-04
Loss = 3.6337e-02, PNorm = 437.9502, GNorm = 0.1104, lr_0 = 9.9458e-04
Validation prc-auc = 0.039884
Epoch 7780
Loss = 5.5292e-02, PNorm = 437.9812, GNorm = 2.8620, lr_0 = 9.9458e-04
Validation prc-auc = 0.040016
Epoch 7781
Loss = 1.9921e-02, PNorm = 438.0179, GNorm = 0.5656, lr_0 = 9.9458e-04
Validation prc-auc = 0.042744
Epoch 7782
Loss = 5.4202e-02, PNorm = 438.0509, GNorm = 1.2126, lr_0 = 9.9458e-04
Validation prc-auc = 0.047878
Epoch 7783
Loss = 1.5017e-02, PNorm = 438.0741, GNorm = 0.0628, lr_0 = 9.9458e-04
Validation prc-auc = 0.051036
Epoch 7784
Loss = 2.2153e-02, PNorm = 438.0989, GNorm = 0.2131, lr_0 = 9.9458e-04
Validation prc-auc = 0.048983
Epoch 7785
Loss = 2.8637e-02, PNorm = 438.1242, GNorm = 0.0159, lr_0 = 9.9458e-04
Validation prc-auc = 0.045938
Epoch 7786
Loss = 1.8237e-02, PNorm = 438.1439, GNorm = 0.1411, lr_0 = 9.9458e-04
Validation prc-auc = 0.048820
Epoch 7787
Loss = 4.1026e-02, PNorm = 438.1678, GNorm = 1.8990, lr_0 = 9.9458e-04
Validation prc-auc = 0.041364
Epoch 7788
Loss = 6.2144e-02, PNorm = 438.1926, GNorm = 2.1413, lr_0 = 9.9458e-04
Validation prc-auc = 0.036833
Epoch 7789
Loss = 4.6333e-03, PNorm = 438.2211, GNorm = 0.2615, lr_0 = 9.9458e-04
Loss = 2.1108e-02, PNorm = 438.2431, GNorm = 0.0229, lr_0 = 9.9458e-04
Validation prc-auc = 0.035285
Epoch 7790
Loss = 1.9982e-02, PNorm = 438.2576, GNorm = 0.3292, lr_0 = 9.9457e-04
Validation prc-auc = 0.035362
Epoch 7791
Loss = 2.9856e-02, PNorm = 438.2720, GNorm = 0.1538, lr_0 = 9.9457e-04
Validation prc-auc = 0.033523
Epoch 7792
Loss = 1.4579e-02, PNorm = 438.2916, GNorm = 0.1189, lr_0 = 9.9457e-04
Validation prc-auc = 0.031580
Epoch 7793
Loss = 3.5124e-02, PNorm = 438.3033, GNorm = 1.1545, lr_0 = 9.9457e-04
Validation prc-auc = 0.031761
Epoch 7794
Loss = 1.8494e-02, PNorm = 438.3201, GNorm = 0.7732, lr_0 = 9.9457e-04
Validation prc-auc = 0.034650
Epoch 7795
Loss = 2.6766e-02, PNorm = 438.3534, GNorm = 1.7419, lr_0 = 9.9457e-04
Validation prc-auc = 0.036543
Epoch 7796
Loss = 4.6810e-02, PNorm = 438.3826, GNorm = 1.5055, lr_0 = 9.9457e-04
Validation prc-auc = 0.038071
Epoch 7797
Loss = 9.7127e-03, PNorm = 438.4087, GNorm = 0.0324, lr_0 = 9.9457e-04
Validation prc-auc = 0.042594
Epoch 7798
Loss = 5.2185e-03, PNorm = 438.4287, GNorm = 0.2514, lr_0 = 9.9457e-04
Validation prc-auc = 0.045048
Epoch 7799
Loss = 3.6325e-02, PNorm = 438.4557, GNorm = 0.8747, lr_0 = 9.9457e-04
Loss = 4.6309e-02, PNorm = 438.4893, GNorm = 1.3909, lr_0 = 9.9457e-04
Validation prc-auc = 0.048394
Epoch 7800
Loss = 4.3518e-02, PNorm = 438.5128, GNorm = 0.1748, lr_0 = 9.9457e-04
Validation prc-auc = 0.044512
Epoch 7801
Loss = 2.3316e-02, PNorm = 438.5396, GNorm = 1.4613, lr_0 = 9.9457e-04
Validation prc-auc = 0.049627
Epoch 7802
Loss = 2.9522e-02, PNorm = 438.5682, GNorm = 0.2057, lr_0 = 9.9457e-04
Validation prc-auc = 0.036731
Epoch 7803
Loss = 2.8779e-02, PNorm = 438.5877, GNorm = 0.2325, lr_0 = 9.9457e-04
Validation prc-auc = 0.034827
Epoch 7804
Loss = 3.5740e-02, PNorm = 438.6045, GNorm = 1.8812, lr_0 = 9.9456e-04
Validation prc-auc = 0.035583
Epoch 7805
Loss = 3.1839e-02, PNorm = 438.6252, GNorm = 0.3930, lr_0 = 9.9456e-04
Validation prc-auc = 0.035437
Epoch 7806
Loss = 2.6070e-02, PNorm = 438.6499, GNorm = 0.2007, lr_0 = 9.9456e-04
Validation prc-auc = 0.036246
Epoch 7807
Loss = 3.3522e-02, PNorm = 438.6774, GNorm = 1.9827, lr_0 = 9.9456e-04
Validation prc-auc = 0.038192
Epoch 7808
Loss = 7.3035e-03, PNorm = 438.6973, GNorm = 0.0903, lr_0 = 9.9456e-04
Validation prc-auc = 0.040522
Epoch 7809
Loss = 8.3087e-03, PNorm = 438.7113, GNorm = 0.4045, lr_0 = 9.9456e-04
Loss = 3.3693e-02, PNorm = 438.7210, GNorm = 0.1194, lr_0 = 9.9456e-04
Validation prc-auc = 0.042628
Epoch 7810
Loss = 6.2069e-02, PNorm = 438.7453, GNorm = 3.0082, lr_0 = 9.9456e-04
Validation prc-auc = 0.046393
Epoch 7811
Loss = 2.4481e-02, PNorm = 438.7764, GNorm = 2.5380, lr_0 = 9.9456e-04
Validation prc-auc = 0.041375
Epoch 7812
Loss = 1.2985e-02, PNorm = 438.8007, GNorm = 0.1897, lr_0 = 9.9456e-04
Validation prc-auc = 0.041447
Epoch 7813
Loss = 1.0247e-02, PNorm = 438.8158, GNorm = 0.0634, lr_0 = 9.9456e-04
Validation prc-auc = 0.041739
Epoch 7814
Loss = 2.7153e-02, PNorm = 438.8266, GNorm = 1.2308, lr_0 = 9.9456e-04
Validation prc-auc = 0.044385
Epoch 7815
Loss = 6.3319e-02, PNorm = 438.8439, GNorm = 1.7760, lr_0 = 9.9456e-04
Validation prc-auc = 0.042328
Epoch 7816
Loss = 3.3515e-02, PNorm = 438.8868, GNorm = 1.5584, lr_0 = 9.9456e-04
Validation prc-auc = 0.035794
Epoch 7817
Loss = 3.2720e-03, PNorm = 438.9212, GNorm = 0.0806, lr_0 = 9.9455e-04
Validation prc-auc = 0.034930
Epoch 7818
Loss = 9.2350e-02, PNorm = 438.9378, GNorm = 2.4504, lr_0 = 9.9455e-04
Validation prc-auc = 0.036058
Epoch 7819
Loss = 6.5735e-04, PNorm = 438.9605, GNorm = 0.0571, lr_0 = 9.9455e-04
Loss = 8.0918e-02, PNorm = 438.9808, GNorm = 1.5271, lr_0 = 9.9455e-04
Validation prc-auc = 0.033866
Epoch 7820
Loss = 2.1589e-02, PNorm = 439.0058, GNorm = 1.4794, lr_0 = 9.9455e-04
Validation prc-auc = 0.033849
Epoch 7821
Loss = 4.0451e-02, PNorm = 439.0416, GNorm = 0.1633, lr_0 = 9.9455e-04
Validation prc-auc = 0.034473
Epoch 7822
Loss = 4.7339e-02, PNorm = 439.0627, GNorm = 1.7150, lr_0 = 9.9455e-04
Validation prc-auc = 0.038252
Epoch 7823
Loss = 3.4745e-02, PNorm = 439.0980, GNorm = 0.9324, lr_0 = 9.9455e-04
Validation prc-auc = 0.041759
Epoch 7824
Loss = 3.9818e-02, PNorm = 439.1269, GNorm = 0.0388, lr_0 = 9.9455e-04
Validation prc-auc = 0.043308
Epoch 7825
Loss = 9.1306e-03, PNorm = 439.1443, GNorm = 0.4598, lr_0 = 9.9455e-04
Validation prc-auc = 0.041934
Epoch 7826
Loss = 1.3918e-02, PNorm = 439.1623, GNorm = 0.0296, lr_0 = 9.9455e-04
Validation prc-auc = 0.041327
Epoch 7827
Loss = 2.9840e-02, PNorm = 439.1729, GNorm = 0.7155, lr_0 = 9.9455e-04
Validation prc-auc = 0.039502
Epoch 7828
Loss = 7.3638e-03, PNorm = 439.2108, GNorm = 0.1412, lr_0 = 9.9455e-04
Validation prc-auc = 0.037208
Epoch 7829
Loss = 7.1799e-03, PNorm = 439.2371, GNorm = 0.3120, lr_0 = 9.9455e-04
Loss = 3.5243e-02, PNorm = 439.2556, GNorm = 0.4579, lr_0 = 9.9455e-04
Validation prc-auc = 0.038100
Epoch 7830
Loss = 1.4314e-02, PNorm = 439.2774, GNorm = 1.9802, lr_0 = 9.9454e-04
Validation prc-auc = 0.036738
Epoch 7831
Loss = 1.0693e-02, PNorm = 439.2955, GNorm = 0.2170, lr_0 = 9.9454e-04
Validation prc-auc = 0.043607
Epoch 7832
Loss = 1.6872e-02, PNorm = 439.3136, GNorm = 0.0707, lr_0 = 9.9454e-04
Validation prc-auc = 0.044902
Epoch 7833
Loss = 3.2774e-02, PNorm = 439.3325, GNorm = 2.2503, lr_0 = 9.9454e-04
Validation prc-auc = 0.044275
Epoch 7834
Loss = 8.4379e-03, PNorm = 439.3640, GNorm = 0.2672, lr_0 = 9.9454e-04
Validation prc-auc = 0.043714
Epoch 7835
Loss = 5.5053e-03, PNorm = 439.3913, GNorm = 0.4274, lr_0 = 9.9454e-04
Validation prc-auc = 0.041133
Epoch 7836
Loss = 2.5451e-02, PNorm = 439.4093, GNorm = 0.1800, lr_0 = 9.9454e-04
Validation prc-auc = 0.045199
Epoch 7837
Loss = 6.9182e-02, PNorm = 439.4341, GNorm = 3.9278, lr_0 = 9.9454e-04
Validation prc-auc = 0.041313
Epoch 7838
Loss = 9.1954e-02, PNorm = 439.4779, GNorm = 2.2813, lr_0 = 9.9454e-04
Validation prc-auc = 0.039774
Epoch 7839
Loss = 1.1311e-01, PNorm = 439.5147, GNorm = 2.7480, lr_0 = 9.9454e-04
Loss = 4.4712e-02, PNorm = 439.5355, GNorm = 1.2459, lr_0 = 9.9454e-04
Validation prc-auc = 0.041713
Epoch 7840
Loss = 3.9158e-02, PNorm = 439.5583, GNorm = 0.7350, lr_0 = 9.9454e-04
Validation prc-auc = 0.043573
Epoch 7841
Loss = 4.0386e-02, PNorm = 439.5875, GNorm = 0.1586, lr_0 = 9.9454e-04
Validation prc-auc = 0.036555
Epoch 7842
Loss = 3.9606e-03, PNorm = 439.6195, GNorm = 0.0477, lr_0 = 9.9454e-04
Validation prc-auc = 0.036730
Epoch 7843
Loss = 5.1602e-02, PNorm = 439.6328, GNorm = 2.1588, lr_0 = 9.9454e-04
Validation prc-auc = 0.032235
Epoch 7844
Loss = 1.1523e-02, PNorm = 439.6448, GNorm = 1.3913, lr_0 = 9.9453e-04
Validation prc-auc = 0.033315
Epoch 7845
Loss = 1.3892e-02, PNorm = 439.6623, GNorm = 0.1490, lr_0 = 9.9453e-04
Validation prc-auc = 0.042999
Epoch 7846
Loss = 1.2558e-02, PNorm = 439.6872, GNorm = 0.1208, lr_0 = 9.9453e-04
Validation prc-auc = 0.041160
Epoch 7847
Loss = 7.2154e-02, PNorm = 439.7050, GNorm = 3.1415, lr_0 = 9.9453e-04
Validation prc-auc = 0.042302
Epoch 7848
Loss = 8.9023e-03, PNorm = 439.7227, GNorm = 0.7141, lr_0 = 9.9453e-04
Validation prc-auc = 0.042086
Epoch 7849
Loss = 3.6794e-03, PNorm = 439.7378, GNorm = 0.1194, lr_0 = 9.9453e-04
Loss = 3.0325e-02, PNorm = 439.7539, GNorm = 0.5285, lr_0 = 9.9453e-04
Validation prc-auc = 0.036842
Epoch 7850
Loss = 4.2572e-02, PNorm = 439.7810, GNorm = 2.0731, lr_0 = 9.9453e-04
Validation prc-auc = 0.041475
Epoch 7851
Loss = 2.0627e-02, PNorm = 439.8173, GNorm = 0.1721, lr_0 = 9.9453e-04
Validation prc-auc = 0.042264
Epoch 7852
Loss = 2.7739e-02, PNorm = 439.8480, GNorm = 0.4269, lr_0 = 9.9453e-04
Validation prc-auc = 0.042084
Epoch 7853
Loss = 6.4369e-02, PNorm = 439.8714, GNorm = 0.6384, lr_0 = 9.9453e-04
Validation prc-auc = 0.028475
Epoch 7854
Loss = 2.9828e-02, PNorm = 439.9052, GNorm = 1.4926, lr_0 = 9.9453e-04
Validation prc-auc = 0.035263
Epoch 7855
Loss = 6.1326e-02, PNorm = 439.9427, GNorm = 1.6483, lr_0 = 9.9453e-04
Validation prc-auc = 0.043714
Epoch 7856
Loss = 1.2201e-02, PNorm = 439.9733, GNorm = 0.1639, lr_0 = 9.9453e-04
Validation prc-auc = 0.046027
Epoch 7857
Loss = 1.7371e-02, PNorm = 439.9978, GNorm = 2.0256, lr_0 = 9.9452e-04
Validation prc-auc = 0.046667
Epoch 7858
Loss = 2.7432e-03, PNorm = 440.0254, GNorm = 0.0455, lr_0 = 9.9452e-04
Validation prc-auc = 0.046442
Epoch 7859
Loss = 3.3947e-03, PNorm = 440.0514, GNorm = 0.1776, lr_0 = 9.9452e-04
Loss = 4.5674e-02, PNorm = 440.0722, GNorm = 1.7710, lr_0 = 9.9452e-04
Validation prc-auc = 0.044997
Epoch 7860
Loss = 6.1517e-02, PNorm = 440.1016, GNorm = 1.5129, lr_0 = 9.9452e-04
Validation prc-auc = 0.044392
Epoch 7861
Loss = 4.9380e-02, PNorm = 440.1501, GNorm = 0.1561, lr_0 = 9.9452e-04
Validation prc-auc = 0.042098
Epoch 7862
Loss = 4.0125e-02, PNorm = 440.1806, GNorm = 0.7067, lr_0 = 9.9452e-04
Validation prc-auc = 0.042692
Epoch 7863
Loss = 3.0230e-02, PNorm = 440.2134, GNorm = 0.2291, lr_0 = 9.9452e-04
Validation prc-auc = 0.039639
Epoch 7864
Loss = 2.4561e-02, PNorm = 440.2413, GNorm = 0.6933, lr_0 = 9.9452e-04
Validation prc-auc = 0.040003
Epoch 7865
Loss = 1.1747e-02, PNorm = 440.2674, GNorm = 0.3388, lr_0 = 9.9452e-04
Validation prc-auc = 0.040482
Epoch 7866
Loss = 7.6653e-02, PNorm = 440.2897, GNorm = 0.0227, lr_0 = 9.9452e-04
Validation prc-auc = 0.041056
Epoch 7867
Loss = 3.4234e-02, PNorm = 440.3082, GNorm = 1.6337, lr_0 = 9.9452e-04
Validation prc-auc = 0.041716
Epoch 7868
Loss = 8.3212e-02, PNorm = 440.3310, GNorm = 3.2674, lr_0 = 9.9452e-04
Validation prc-auc = 0.042601
Epoch 7869
Loss = 6.8365e-03, PNorm = 440.3601, GNorm = 0.2777, lr_0 = 9.9452e-04
Loss = 2.0570e-02, PNorm = 440.3862, GNorm = 0.4590, lr_0 = 9.9452e-04
Validation prc-auc = 0.039805
Epoch 7870
Loss = 5.6591e-02, PNorm = 440.4033, GNorm = 0.0920, lr_0 = 9.9451e-04
Validation prc-auc = 0.042447
Epoch 7871
Loss = 2.5242e-02, PNorm = 440.4217, GNorm = 1.8989, lr_0 = 9.9451e-04
Validation prc-auc = 0.035802
Epoch 7872
Loss = 2.0469e-02, PNorm = 440.4476, GNorm = 1.6224, lr_0 = 9.9451e-04
Validation prc-auc = 0.033404
Epoch 7873
Loss = 2.9644e-02, PNorm = 440.4758, GNorm = 0.7096, lr_0 = 9.9451e-04
Validation prc-auc = 0.033544
Epoch 7874
Loss = 5.4443e-02, PNorm = 440.4992, GNorm = 1.6637, lr_0 = 9.9451e-04
Validation prc-auc = 0.040876
Epoch 7875
Loss = 5.8381e-02, PNorm = 440.5280, GNorm = 4.1831, lr_0 = 9.9451e-04
Validation prc-auc = 0.051449
Epoch 7876
Loss = 4.4985e-02, PNorm = 440.5830, GNorm = 0.7820, lr_0 = 9.9451e-04
Validation prc-auc = 0.050251
Epoch 7877
Loss = 7.7449e-02, PNorm = 440.6155, GNorm = 2.6132, lr_0 = 9.9451e-04
Validation prc-auc = 0.047724
Epoch 7878
Loss = 3.5594e-03, PNorm = 440.6486, GNorm = 0.0898, lr_0 = 9.9451e-04
Validation prc-auc = 0.051787
Epoch 7879
Loss = 1.8641e-01, PNorm = 440.6759, GNorm = 2.0752, lr_0 = 9.9451e-04
Loss = 1.6839e-02, PNorm = 440.6982, GNorm = 0.0825, lr_0 = 9.9451e-04
Validation prc-auc = 0.048589
Epoch 7880
Loss = 4.9986e-02, PNorm = 440.7163, GNorm = 0.7657, lr_0 = 9.9451e-04
Validation prc-auc = 0.050985
Epoch 7881
Loss = 1.6537e-02, PNorm = 440.7414, GNorm = 0.5050, lr_0 = 9.9451e-04
Validation prc-auc = 0.047673
Epoch 7882
Loss = 6.0921e-03, PNorm = 440.7626, GNorm = 0.0346, lr_0 = 9.9451e-04
Validation prc-auc = 0.052203
Epoch 7883
Loss = 1.8526e-02, PNorm = 440.7744, GNorm = 1.5135, lr_0 = 9.9450e-04
Validation prc-auc = 0.055715
Epoch 7884
Loss = 5.4770e-02, PNorm = 440.7847, GNorm = 0.1739, lr_0 = 9.9450e-04
Validation prc-auc = 0.052991
Epoch 7885
Loss = 5.3746e-02, PNorm = 440.8066, GNorm = 0.1999, lr_0 = 9.9450e-04
Validation prc-auc = 0.049497
Epoch 7886
Loss = 8.3086e-02, PNorm = 440.8402, GNorm = 2.6849, lr_0 = 9.9450e-04
Validation prc-auc = 0.050356
Epoch 7887
Loss = 1.0269e-02, PNorm = 440.8720, GNorm = 0.0612, lr_0 = 9.9450e-04
Validation prc-auc = 0.058611
Epoch 7888
Loss = 1.3948e-02, PNorm = 440.8976, GNorm = 0.9056, lr_0 = 9.9450e-04
Validation prc-auc = 0.054673
Epoch 7889
Loss = 5.4051e-03, PNorm = 440.9282, GNorm = 0.1637, lr_0 = 9.9450e-04
Loss = 1.0936e-02, PNorm = 440.9519, GNorm = 1.6527, lr_0 = 9.9450e-04
Validation prc-auc = 0.053615
Epoch 7890
Loss = 4.2036e-02, PNorm = 440.9720, GNorm = 1.3017, lr_0 = 9.9450e-04
Validation prc-auc = 0.058254
Epoch 7891
Loss = 2.7650e-02, PNorm = 440.9914, GNorm = 0.7429, lr_0 = 9.9450e-04
Validation prc-auc = 0.039980
Epoch 7892
Loss = 2.3212e-02, PNorm = 441.0204, GNorm = 0.5982, lr_0 = 9.9450e-04
Validation prc-auc = 0.043948
Epoch 7893
Loss = 2.4413e-02, PNorm = 441.0468, GNorm = 1.6544, lr_0 = 9.9450e-04
Validation prc-auc = 0.058563
Epoch 7894
Loss = 4.7497e-02, PNorm = 441.0662, GNorm = 0.5209, lr_0 = 9.9450e-04
Validation prc-auc = 0.051641
Epoch 7895
Loss = 6.8183e-02, PNorm = 441.0848, GNorm = 0.4813, lr_0 = 9.9450e-04
Validation prc-auc = 0.060515
Epoch 7896
Loss = 3.3577e-02, PNorm = 441.1214, GNorm = 0.7999, lr_0 = 9.9450e-04
Validation prc-auc = 0.066126
Epoch 7897
Loss = 4.7429e-03, PNorm = 441.1546, GNorm = 0.8089, lr_0 = 9.9449e-04
Validation prc-auc = 0.062587
Epoch 7898
Loss = 1.5246e-02, PNorm = 441.1735, GNorm = 0.8888, lr_0 = 9.9449e-04
Validation prc-auc = 0.065560
Epoch 7899
Loss = 4.7413e-03, PNorm = 441.1919, GNorm = 0.3432, lr_0 = 9.9449e-04
Loss = 4.1299e-02, PNorm = 441.2113, GNorm = 1.2879, lr_0 = 9.9449e-04
Validation prc-auc = 0.067358
Epoch 7900
Loss = 3.9601e-02, PNorm = 441.2351, GNorm = 0.2126, lr_0 = 9.9449e-04
Validation prc-auc = 0.062029
Epoch 7901
Loss = 3.5173e-02, PNorm = 441.2587, GNorm = 0.6554, lr_0 = 9.9449e-04
Validation prc-auc = 0.054333
Epoch 7902
Loss = 2.3031e-02, PNorm = 441.2851, GNorm = 0.8415, lr_0 = 9.9449e-04
Validation prc-auc = 0.058693
Epoch 7903
Loss = 1.2704e-02, PNorm = 441.3017, GNorm = 0.1592, lr_0 = 9.9449e-04
Validation prc-auc = 0.057549
Epoch 7904
Loss = 1.1593e-02, PNorm = 441.3154, GNorm = 0.0775, lr_0 = 9.9449e-04
Validation prc-auc = 0.056390
Epoch 7905
Loss = 1.2976e-02, PNorm = 441.3311, GNorm = 0.0337, lr_0 = 9.9449e-04
Validation prc-auc = 0.053494
Epoch 7906
Loss = 2.3370e-02, PNorm = 441.3581, GNorm = 0.5274, lr_0 = 9.9449e-04
Validation prc-auc = 0.049851
Epoch 7907
Loss = 9.7873e-02, PNorm = 441.3870, GNorm = 0.7878, lr_0 = 9.9449e-04
Validation prc-auc = 0.052501
Epoch 7908
Loss = 9.7660e-03, PNorm = 441.4175, GNorm = 0.3944, lr_0 = 9.9449e-04
Validation prc-auc = 0.051098
Epoch 7909
Loss = 1.4886e-03, PNorm = 441.4450, GNorm = 0.0937, lr_0 = 9.9449e-04
Loss = 3.0510e-02, PNorm = 441.4619, GNorm = 1.4851, lr_0 = 9.9449e-04
Validation prc-auc = 0.043919
Epoch 7910
Loss = 5.2084e-02, PNorm = 441.4811, GNorm = 2.2150, lr_0 = 9.9448e-04
Validation prc-auc = 0.035279
Epoch 7911
Loss = 1.8506e-02, PNorm = 441.5115, GNorm = 0.3508, lr_0 = 9.9448e-04
Validation prc-auc = 0.043586
Epoch 7912
Loss = 2.3600e-02, PNorm = 441.5386, GNorm = 1.1955, lr_0 = 9.9448e-04
Validation prc-auc = 0.037804
Epoch 7913
Loss = 7.7789e-03, PNorm = 441.5656, GNorm = 0.1480, lr_0 = 9.9448e-04
Validation prc-auc = 0.046397
Epoch 7914
Loss = 2.3707e-02, PNorm = 441.5838, GNorm = 1.2076, lr_0 = 9.9448e-04
Validation prc-auc = 0.047373
Epoch 7915
Loss = 1.9946e-02, PNorm = 441.5979, GNorm = 0.5919, lr_0 = 9.9448e-04
Validation prc-auc = 0.047976
Epoch 7916
Loss = 2.0349e-02, PNorm = 441.6123, GNorm = 1.7436, lr_0 = 9.9448e-04
Validation prc-auc = 0.044250
Epoch 7917
Loss = 1.0019e-02, PNorm = 441.6378, GNorm = 0.4531, lr_0 = 9.9448e-04
Validation prc-auc = 0.042791
Epoch 7918
Loss = 4.9196e-02, PNorm = 441.6577, GNorm = 1.9649, lr_0 = 9.9448e-04
Validation prc-auc = 0.046622
Epoch 7919
Loss = 2.3851e-03, PNorm = 441.6829, GNorm = 0.0890, lr_0 = 9.9448e-04
Loss = 8.3496e-03, PNorm = 441.7118, GNorm = 0.9321, lr_0 = 9.9448e-04
Validation prc-auc = 0.054998
Epoch 7920
Loss = 3.0193e-02, PNorm = 441.7283, GNorm = 0.1206, lr_0 = 9.9448e-04
Validation prc-auc = 0.049009
Epoch 7921
Loss = 2.5692e-02, PNorm = 441.7375, GNorm = 1.5039, lr_0 = 9.9448e-04
Validation prc-auc = 0.042113
Epoch 7922
Loss = 4.3774e-02, PNorm = 441.7674, GNorm = 0.6705, lr_0 = 9.9448e-04
Validation prc-auc = 0.047066
Epoch 7923
Loss = 2.2949e-02, PNorm = 441.7958, GNorm = 0.0421, lr_0 = 9.9447e-04
Validation prc-auc = 0.052662
Epoch 7924
Loss = 4.0462e-02, PNorm = 441.8175, GNorm = 1.5277, lr_0 = 9.9447e-04
Validation prc-auc = 0.051987
Epoch 7925
Loss = 1.8806e-02, PNorm = 441.8355, GNorm = 0.2327, lr_0 = 9.9447e-04
Validation prc-auc = 0.053268
Epoch 7926
Loss = 1.5139e-02, PNorm = 441.8605, GNorm = 0.0613, lr_0 = 9.9447e-04
Validation prc-auc = 0.060952
Epoch 7927
Loss = 3.2602e-02, PNorm = 441.8907, GNorm = 2.2645, lr_0 = 9.9447e-04
Validation prc-auc = 0.066929
Epoch 7928
Loss = 1.2799e-02, PNorm = 441.9176, GNorm = 0.2893, lr_0 = 9.9447e-04
Validation prc-auc = 0.059502
Epoch 7929
Loss = 4.6465e-02, PNorm = 441.9391, GNorm = 1.9069, lr_0 = 9.9447e-04
Loss = 2.5255e-02, PNorm = 441.9563, GNorm = 1.7570, lr_0 = 9.9447e-04
Validation prc-auc = 0.051192
Epoch 7930
Loss = 1.0715e-02, PNorm = 441.9739, GNorm = 1.9808, lr_0 = 9.9447e-04
Validation prc-auc = 0.047187
Epoch 7931
Loss = 1.9130e-02, PNorm = 441.9941, GNorm = 1.9465, lr_0 = 9.9447e-04
Validation prc-auc = 0.050803
Epoch 7932
Loss = 2.7605e-02, PNorm = 442.0116, GNorm = 0.0620, lr_0 = 9.9447e-04
Validation prc-auc = 0.050090
Epoch 7933
Loss = 2.7876e-02, PNorm = 442.0266, GNorm = 0.6028, lr_0 = 9.9447e-04
Validation prc-auc = 0.050988
Epoch 7934
Loss = 3.9967e-03, PNorm = 442.0418, GNorm = 0.1039, lr_0 = 9.9447e-04
Validation prc-auc = 0.051184
Epoch 7935
Loss = 2.5095e-02, PNorm = 442.0512, GNorm = 0.0428, lr_0 = 9.9447e-04
Validation prc-auc = 0.051814
Epoch 7936
Loss = 9.4886e-03, PNorm = 442.0586, GNorm = 0.6915, lr_0 = 9.9447e-04
Validation prc-auc = 0.051240
Epoch 7937
Loss = 1.8312e-02, PNorm = 442.0665, GNorm = 0.5690, lr_0 = 9.9446e-04
Validation prc-auc = 0.049531
Epoch 7938
Loss = 3.4618e-02, PNorm = 442.0860, GNorm = 2.5520, lr_0 = 9.9446e-04
Validation prc-auc = 0.060978
Epoch 7939
Loss = 6.5781e-02, PNorm = 442.1081, GNorm = 1.5625, lr_0 = 9.9446e-04
Loss = 9.3976e-03, PNorm = 442.1229, GNorm = 0.4765, lr_0 = 9.9446e-04
Validation prc-auc = 0.061510
Epoch 7940
Loss = 2.8222e-02, PNorm = 442.1385, GNorm = 0.0492, lr_0 = 9.9446e-04
Validation prc-auc = 0.059283
Epoch 7941
Loss = 3.3766e-02, PNorm = 442.1582, GNorm = 0.0062, lr_0 = 9.9446e-04
Validation prc-auc = 0.066162
Epoch 7942
Loss = 1.7003e-02, PNorm = 442.1785, GNorm = 1.4077, lr_0 = 9.9446e-04
Validation prc-auc = 0.065827
Epoch 7943
Loss = 1.7039e-02, PNorm = 442.2020, GNorm = 0.8119, lr_0 = 9.9446e-04
Validation prc-auc = 0.064928
Epoch 7944
Loss = 3.0958e-02, PNorm = 442.2242, GNorm = 0.0648, lr_0 = 9.9446e-04
Validation prc-auc = 0.058073
Epoch 7945
Loss = 2.1986e-02, PNorm = 442.2381, GNorm = 0.0417, lr_0 = 9.9446e-04
Validation prc-auc = 0.055114
Epoch 7946
Loss = 6.3904e-03, PNorm = 442.2526, GNorm = 0.1003, lr_0 = 9.9446e-04
Validation prc-auc = 0.050161
Epoch 7947
Loss = 5.6356e-03, PNorm = 442.2681, GNorm = 0.1692, lr_0 = 9.9446e-04
Validation prc-auc = 0.048584
Epoch 7948
Loss = 1.5343e-02, PNorm = 442.2813, GNorm = 0.8415, lr_0 = 9.9446e-04
Validation prc-auc = 0.050473
Epoch 7949
Loss = 3.1337e-03, PNorm = 442.3111, GNorm = 0.1939, lr_0 = 9.9446e-04
Loss = 1.5744e-02, PNorm = 442.3491, GNorm = 0.0221, lr_0 = 9.9446e-04
Validation prc-auc = 0.055688
Epoch 7950
Loss = 3.3131e-02, PNorm = 442.3758, GNorm = 1.7507, lr_0 = 9.9445e-04
Validation prc-auc = 0.052408
Epoch 7951
Loss = 1.9220e-02, PNorm = 442.3923, GNorm = 0.0314, lr_0 = 9.9445e-04
Validation prc-auc = 0.043477
Epoch 7952
Loss = 1.7670e-02, PNorm = 442.4167, GNorm = 0.0881, lr_0 = 9.9445e-04
Validation prc-auc = 0.045306
Epoch 7953
Loss = 1.0321e-02, PNorm = 442.4456, GNorm = 0.2508, lr_0 = 9.9445e-04
Validation prc-auc = 0.054514
Epoch 7954
Loss = 1.3857e-02, PNorm = 442.4694, GNorm = 1.0255, lr_0 = 9.9445e-04
Validation prc-auc = 0.052267
Epoch 7955
Loss = 1.0612e-02, PNorm = 442.4981, GNorm = 0.7158, lr_0 = 9.9445e-04
Validation prc-auc = 0.058499
Epoch 7956
Loss = 9.2163e-03, PNorm = 442.5250, GNorm = 0.4423, lr_0 = 9.9445e-04
Validation prc-auc = 0.058273
Epoch 7957
Loss = 1.7960e-02, PNorm = 442.5458, GNorm = 2.0871, lr_0 = 9.9445e-04
Validation prc-auc = 0.051217
Epoch 7958
Loss = 2.2571e-02, PNorm = 442.5701, GNorm = 1.0584, lr_0 = 9.9445e-04
Validation prc-auc = 0.056715
Epoch 7959
Loss = 8.1444e-02, PNorm = 442.5999, GNorm = 2.4133, lr_0 = 9.9445e-04
Loss = 1.5269e-02, PNorm = 442.6256, GNorm = 0.1731, lr_0 = 9.9445e-04
Validation prc-auc = 0.045552
Epoch 7960
Loss = 1.1095e-02, PNorm = 442.6479, GNorm = 1.6028, lr_0 = 9.9445e-04
Validation prc-auc = 0.043703
Epoch 7961
Loss = 2.0358e-02, PNorm = 442.6617, GNorm = 0.0241, lr_0 = 9.9445e-04
Validation prc-auc = 0.042268
Epoch 7962
Loss = 2.6587e-02, PNorm = 442.6812, GNorm = 2.1321, lr_0 = 9.9445e-04
Validation prc-auc = 0.041035
Epoch 7963
Loss = 7.5242e-02, PNorm = 442.7111, GNorm = 0.5713, lr_0 = 9.9444e-04
Validation prc-auc = 0.039598
Epoch 7964
Loss = 2.8786e-02, PNorm = 442.7451, GNorm = 2.6086, lr_0 = 9.9444e-04
Validation prc-auc = 0.036034
Epoch 7965
Loss = 4.2444e-02, PNorm = 442.7738, GNorm = 1.6858, lr_0 = 9.9444e-04
Validation prc-auc = 0.041425
Epoch 7966
Loss = 6.0281e-02, PNorm = 442.7981, GNorm = 1.6684, lr_0 = 9.9444e-04
Validation prc-auc = 0.044187
Epoch 7967
Loss = 1.7561e-02, PNorm = 442.8215, GNorm = 1.2400, lr_0 = 9.9444e-04
Validation prc-auc = 0.046281
Epoch 7968
Loss = 3.3150e-03, PNorm = 442.8567, GNorm = 0.2394, lr_0 = 9.9444e-04
Validation prc-auc = 0.049952
Epoch 7969
Loss = 1.1278e-02, PNorm = 442.8980, GNorm = 1.0605, lr_0 = 9.9444e-04
Loss = 4.7339e-02, PNorm = 442.9314, GNorm = 1.5950, lr_0 = 9.9444e-04
Validation prc-auc = 0.049716
Epoch 7970
Loss = 3.3522e-02, PNorm = 442.9620, GNorm = 1.6883, lr_0 = 9.9444e-04
Validation prc-auc = 0.055712
Epoch 7971
Loss = 1.9302e-02, PNorm = 442.9904, GNorm = 3.4953, lr_0 = 9.9444e-04
Validation prc-auc = 0.055968
Epoch 7972
Loss = 3.6134e-02, PNorm = 443.0241, GNorm = 0.0554, lr_0 = 9.9444e-04
Validation prc-auc = 0.055888
Epoch 7973
Loss = 4.2237e-02, PNorm = 443.0520, GNorm = 1.1469, lr_0 = 9.9444e-04
Validation prc-auc = 0.055564
Epoch 7974
Loss = 4.0299e-02, PNorm = 443.0843, GNorm = 1.3080, lr_0 = 9.9444e-04
Validation prc-auc = 0.054922
Epoch 7975
Loss = 3.2595e-02, PNorm = 443.1188, GNorm = 0.1302, lr_0 = 9.9444e-04
Validation prc-auc = 0.054989
Epoch 7976
Loss = 9.3616e-02, PNorm = 443.1443, GNorm = 3.3149, lr_0 = 9.9444e-04
Validation prc-auc = 0.050063
Epoch 7977
Loss = 9.9410e-03, PNorm = 443.1772, GNorm = 0.0736, lr_0 = 9.9443e-04
Validation prc-auc = 0.044887
Epoch 7978
Loss = 6.0503e-03, PNorm = 443.2091, GNorm = 0.3225, lr_0 = 9.9443e-04
Validation prc-auc = 0.048929
Epoch 7979
Loss = 2.1621e-03, PNorm = 443.2349, GNorm = 0.0981, lr_0 = 9.9443e-04
Loss = 4.6964e-02, PNorm = 443.2639, GNorm = 1.1428, lr_0 = 9.9443e-04
Validation prc-auc = 0.049933
Epoch 7980
Loss = 5.0864e-02, PNorm = 443.2970, GNorm = 1.3157, lr_0 = 9.9443e-04
Validation prc-auc = 0.045471
Epoch 7981
Loss = 2.4582e-02, PNorm = 443.3268, GNorm = 0.0287, lr_0 = 9.9443e-04
Validation prc-auc = 0.037257
Epoch 7982
Loss = 2.8804e-02, PNorm = 443.3564, GNorm = 0.4134, lr_0 = 9.9443e-04
Validation prc-auc = 0.035348
Epoch 7983
Loss = 5.6756e-02, PNorm = 443.3924, GNorm = 0.3803, lr_0 = 9.9443e-04
Validation prc-auc = 0.050368
Epoch 7984
Loss = 1.8329e-02, PNorm = 443.4293, GNorm = 0.2024, lr_0 = 9.9443e-04
Validation prc-auc = 0.050582
Epoch 7985
Loss = 5.2413e-03, PNorm = 443.4496, GNorm = 0.2256, lr_0 = 9.9443e-04
Validation prc-auc = 0.046605
Epoch 7986
Loss = 3.6512e-02, PNorm = 443.4551, GNorm = 2.7098, lr_0 = 9.9443e-04
Validation prc-auc = 0.052865
Epoch 7987
Loss = 2.5198e-02, PNorm = 443.4736, GNorm = 2.0723, lr_0 = 9.9443e-04
Validation prc-auc = 0.052232
Epoch 7988
Loss = 2.8768e-03, PNorm = 443.5025, GNorm = 0.1248, lr_0 = 9.9443e-04
Validation prc-auc = 0.056497
Epoch 7989
Loss = 1.0713e-03, PNorm = 443.5362, GNorm = 0.0617, lr_0 = 9.9443e-04
Loss = 1.4286e-02, PNorm = 443.5643, GNorm = 1.6028, lr_0 = 9.9442e-04
Validation prc-auc = 0.053654
Epoch 7990
Loss = 1.6687e-02, PNorm = 443.5829, GNorm = 0.7159, lr_0 = 9.9442e-04
Validation prc-auc = 0.054447
Epoch 7991
Loss = 2.8274e-02, PNorm = 443.6108, GNorm = 0.1299, lr_0 = 9.9442e-04
Validation prc-auc = 0.059436
Epoch 7992
Loss = 2.4084e-02, PNorm = 443.6388, GNorm = 0.0808, lr_0 = 9.9442e-04
Validation prc-auc = 0.056198
Epoch 7993
Loss = 5.6551e-02, PNorm = 443.6640, GNorm = 4.0833, lr_0 = 9.9442e-04
Validation prc-auc = 0.051235
Epoch 7994
Loss = 5.6532e-02, PNorm = 443.7099, GNorm = 0.2268, lr_0 = 9.9442e-04
Validation prc-auc = 0.057922
Epoch 7995
Loss = 2.6822e-02, PNorm = 443.7515, GNorm = 2.1622, lr_0 = 9.9442e-04
Validation prc-auc = 0.069118
Epoch 7996
Loss = 1.4152e-02, PNorm = 443.7889, GNorm = 0.2421, lr_0 = 9.9442e-04
Validation prc-auc = 0.074439
Epoch 7997
Loss = 2.5856e-02, PNorm = 443.8203, GNorm = 0.2907, lr_0 = 9.9442e-04
Validation prc-auc = 0.066857
Epoch 7998
Loss = 6.0755e-02, PNorm = 443.8400, GNorm = 1.4215, lr_0 = 9.9442e-04
Validation prc-auc = 0.057312
Epoch 7999
Loss = 8.9785e-03, PNorm = 443.8640, GNorm = 0.6435, lr_0 = 9.9442e-04
Loss = 2.7255e-02, PNorm = 443.9032, GNorm = 0.0429, lr_0 = 9.9442e-04
Validation prc-auc = 0.057977
Epoch 8000
Loss = 1.7842e-02, PNorm = 443.9267, GNorm = 0.0517, lr_0 = 9.9442e-04
Validation prc-auc = 0.051924
Epoch 8001
Loss = 1.3561e-02, PNorm = 443.9455, GNorm = 0.5477, lr_0 = 9.9442e-04
Validation prc-auc = 0.057255
Epoch 8002
Loss = 1.3978e-02, PNorm = 443.9631, GNorm = 1.8668, lr_0 = 9.9442e-04
Validation prc-auc = 0.064945
Epoch 8003
Loss = 1.2010e-02, PNorm = 443.9724, GNorm = 0.1543, lr_0 = 9.9441e-04
Validation prc-auc = 0.058657
Epoch 8004
Loss = 4.1996e-02, PNorm = 443.9890, GNorm = 0.1354, lr_0 = 9.9441e-04
Validation prc-auc = 0.047313
Epoch 8005
Loss = 9.5670e-03, PNorm = 444.0182, GNorm = 0.2449, lr_0 = 9.9441e-04
Validation prc-auc = 0.060752
Epoch 8006
Loss = 5.8024e-03, PNorm = 444.0407, GNorm = 0.6580, lr_0 = 9.9441e-04
Validation prc-auc = 0.048930
Epoch 8007
Loss = 4.0604e-02, PNorm = 444.0575, GNorm = 0.9396, lr_0 = 9.9441e-04
Validation prc-auc = 0.051107
Epoch 8008
Loss = 2.1530e-03, PNorm = 444.0805, GNorm = 0.1833, lr_0 = 9.9441e-04
Validation prc-auc = 0.052291
Epoch 8009
Loss = 2.1165e-02, PNorm = 444.0959, GNorm = 1.6743, lr_0 = 9.9441e-04
Loss = 2.4862e-02, PNorm = 444.1198, GNorm = 1.3130, lr_0 = 9.9441e-04
Validation prc-auc = 0.063966
Epoch 8010
Loss = 2.0908e-02, PNorm = 444.1379, GNorm = 0.3068, lr_0 = 9.9441e-04
Validation prc-auc = 0.060543
Epoch 8011
Loss = 1.3528e-02, PNorm = 444.1565, GNorm = 0.5550, lr_0 = 9.9441e-04
Validation prc-auc = 0.061657
Epoch 8012
Loss = 1.7845e-02, PNorm = 444.1879, GNorm = 0.0324, lr_0 = 9.9441e-04
Validation prc-auc = 0.062424
Epoch 8013
Loss = 1.0057e-02, PNorm = 444.2126, GNorm = 0.1616, lr_0 = 9.9441e-04
Validation prc-auc = 0.066979
Epoch 8014
Loss = 1.3472e-02, PNorm = 444.2375, GNorm = 0.4164, lr_0 = 9.9441e-04
Validation prc-auc = 0.064689
Epoch 8015
Loss = 1.0413e-02, PNorm = 444.2641, GNorm = 0.1534, lr_0 = 9.9441e-04
Validation prc-auc = 0.063397
Epoch 8016
Loss = 1.3493e-02, PNorm = 444.2885, GNorm = 0.6322, lr_0 = 9.9441e-04
Validation prc-auc = 0.063950
Epoch 8017
Loss = 5.7312e-03, PNorm = 444.3041, GNorm = 0.1267, lr_0 = 9.9440e-04
Validation prc-auc = 0.052086
Epoch 8018
Loss = 5.8909e-02, PNorm = 444.3262, GNorm = 2.6862, lr_0 = 9.9440e-04
Validation prc-auc = 0.055313
Epoch 8019
Loss = 1.1217e-01, PNorm = 444.3657, GNorm = 3.0185, lr_0 = 9.9440e-04
Loss = 5.8050e-02, PNorm = 444.3950, GNorm = 0.5365, lr_0 = 9.9440e-04
Validation prc-auc = 0.053680
Epoch 8020
Loss = 2.4804e-02, PNorm = 444.4186, GNorm = 2.2152, lr_0 = 9.9440e-04
Validation prc-auc = 0.054249
Epoch 8021
Loss = 3.0544e-02, PNorm = 444.4548, GNorm = 0.3357, lr_0 = 9.9440e-04
Validation prc-auc = 0.052180
Epoch 8022
Loss = 2.2060e-02, PNorm = 444.4893, GNorm = 2.0688, lr_0 = 9.9440e-04
Validation prc-auc = 0.049803
Epoch 8023
Loss = 2.0876e-02, PNorm = 444.5094, GNorm = 1.7301, lr_0 = 9.9440e-04
Validation prc-auc = 0.050136
Epoch 8024
Loss = 9.3821e-03, PNorm = 444.5251, GNorm = 0.1797, lr_0 = 9.9440e-04
Validation prc-auc = 0.050131
Epoch 8025
Loss = 2.9358e-02, PNorm = 444.5389, GNorm = 5.5067, lr_0 = 9.9440e-04
Validation prc-auc = 0.049970
Epoch 8026
Loss = 5.7838e-03, PNorm = 444.5526, GNorm = 0.5098, lr_0 = 9.9440e-04
Validation prc-auc = 0.050753
Epoch 8027
Loss = 2.6850e-02, PNorm = 444.5674, GNorm = 1.7616, lr_0 = 9.9440e-04
Validation prc-auc = 0.051582
Epoch 8028
Loss = 3.6576e-01, PNorm = 444.5908, GNorm = 8.7027, lr_0 = 9.9440e-04
Validation prc-auc = 0.054760
Epoch 8029
Loss = 1.9716e-02, PNorm = 444.6228, GNorm = 1.1355, lr_0 = 9.9440e-04
Loss = 1.1056e-02, PNorm = 444.6587, GNorm = 0.3281, lr_0 = 9.9439e-04
Validation prc-auc = 0.057543
Epoch 8030
Loss = 3.8913e-02, PNorm = 444.6832, GNorm = 2.0540, lr_0 = 9.9439e-04
Validation prc-auc = 0.061286
Epoch 8031
Loss = 4.2361e-02, PNorm = 444.7054, GNorm = 0.0293, lr_0 = 9.9439e-04
Validation prc-auc = 0.051667
Epoch 8032
Loss = 3.3168e-02, PNorm = 444.7330, GNorm = 1.5565, lr_0 = 9.9439e-04
Validation prc-auc = 0.046766
Epoch 8033
Loss = 4.3493e-02, PNorm = 444.7603, GNorm = 0.1652, lr_0 = 9.9439e-04
Validation prc-auc = 0.047700
Epoch 8034
Loss = 2.2507e-02, PNorm = 444.7866, GNorm = 1.0410, lr_0 = 9.9439e-04
Validation prc-auc = 0.052233
Epoch 8035
Loss = 4.5635e-02, PNorm = 444.8121, GNorm = 0.1339, lr_0 = 9.9439e-04
Validation prc-auc = 0.056644
Epoch 8036
Loss = 9.3589e-02, PNorm = 444.8342, GNorm = 3.4584, lr_0 = 9.9439e-04
Validation prc-auc = 0.047854
Epoch 8037
Loss = 2.7154e-02, PNorm = 444.8622, GNorm = 1.4710, lr_0 = 9.9439e-04
Validation prc-auc = 0.047624
Epoch 8038
Loss = 6.5688e-02, PNorm = 444.8923, GNorm = 1.9908, lr_0 = 9.9439e-04
Validation prc-auc = 0.044569
Epoch 8039
Loss = 1.9052e-01, PNorm = 444.9194, GNorm = 2.7949, lr_0 = 9.9439e-04
Loss = 1.9547e-02, PNorm = 444.9449, GNorm = 1.0498, lr_0 = 9.9439e-04
Validation prc-auc = 0.046765
Epoch 8040
Loss = 2.7417e-02, PNorm = 444.9703, GNorm = 0.5367, lr_0 = 9.9439e-04
Validation prc-auc = 0.047054
Epoch 8041
Loss = 1.0761e-02, PNorm = 444.9940, GNorm = 0.1954, lr_0 = 9.9439e-04
Validation prc-auc = 0.043910
Epoch 8042
Loss = 1.5524e-02, PNorm = 445.0190, GNorm = 0.2555, lr_0 = 9.9439e-04
Validation prc-auc = 0.043877
Epoch 8043
Loss = 7.9253e-03, PNorm = 445.0349, GNorm = 0.1392, lr_0 = 9.9438e-04
Validation prc-auc = 0.043512
Epoch 8044
Loss = 2.0482e-02, PNorm = 445.0446, GNorm = 0.1902, lr_0 = 9.9438e-04
Validation prc-auc = 0.045428
Epoch 8045
Loss = 2.6343e-02, PNorm = 445.0540, GNorm = 1.1759, lr_0 = 9.9438e-04
Validation prc-auc = 0.038924
Epoch 8046
Loss = 2.9727e-02, PNorm = 445.0738, GNorm = 2.1595, lr_0 = 9.9438e-04
Validation prc-auc = 0.048826
Epoch 8047
Loss = 3.3505e-02, PNorm = 445.1065, GNorm = 1.7172, lr_0 = 9.9438e-04
Validation prc-auc = 0.044610
Epoch 8048
Loss = 8.3800e-03, PNorm = 445.1258, GNorm = 0.0780, lr_0 = 9.9438e-04
Validation prc-auc = 0.057154
Epoch 8049
Loss = 1.3849e-01, PNorm = 445.1573, GNorm = 1.9195, lr_0 = 9.9438e-04
Loss = 4.7305e-02, PNorm = 445.2007, GNorm = 0.0092, lr_0 = 9.9438e-04
Validation prc-auc = 0.059024
Epoch 8050
Loss = 2.5708e-02, PNorm = 445.2272, GNorm = 0.1453, lr_0 = 9.9438e-04
Validation prc-auc = 0.062090
Epoch 8051
Loss = 5.9916e-02, PNorm = 445.2623, GNorm = 1.9091, lr_0 = 9.9438e-04
Validation prc-auc = 0.051964
Epoch 8052
Loss = 3.9578e-02, PNorm = 445.3078, GNorm = 0.0674, lr_0 = 9.9438e-04
Validation prc-auc = 0.046089
Epoch 8053
Loss = 4.5302e-02, PNorm = 445.3489, GNorm = 0.2841, lr_0 = 9.9438e-04
Validation prc-auc = 0.036185
Epoch 8054
Loss = 4.5659e-03, PNorm = 445.3862, GNorm = 0.8812, lr_0 = 9.9438e-04
Validation prc-auc = 0.029872
Epoch 8055
Loss = 1.0202e-01, PNorm = 445.4141, GNorm = 6.5487, lr_0 = 9.9438e-04
Validation prc-auc = 0.037473
Epoch 8056
Loss = 5.0605e-02, PNorm = 445.4551, GNorm = 1.1065, lr_0 = 9.9437e-04
Validation prc-auc = 0.038424
Epoch 8057
Loss = 6.0311e-02, PNorm = 445.4992, GNorm = 3.6529, lr_0 = 9.9437e-04
Validation prc-auc = 0.055680
Epoch 8058
Loss = 9.3535e-02, PNorm = 445.5354, GNorm = 1.4996, lr_0 = 9.9437e-04
Validation prc-auc = 0.046484
Epoch 8059
Loss = 4.9298e-04, PNorm = 445.5648, GNorm = 0.0234, lr_0 = 9.9437e-04
Loss = 3.1539e-02, PNorm = 445.5958, GNorm = 0.2481, lr_0 = 9.9437e-04
Validation prc-auc = 0.054819
Epoch 8060
Loss = 6.2494e-02, PNorm = 445.6276, GNorm = 0.0401, lr_0 = 9.9437e-04
Validation prc-auc = 0.051661
Epoch 8061
Loss = 2.7490e-02, PNorm = 445.6591, GNorm = 1.1083, lr_0 = 9.9437e-04
Validation prc-auc = 0.054325
Epoch 8062
Loss = 3.9836e-02, PNorm = 445.6875, GNorm = 3.9745, lr_0 = 9.9437e-04
Validation prc-auc = 0.059001
Epoch 8063
Loss = 2.8329e-02, PNorm = 445.7259, GNorm = 1.6556, lr_0 = 9.9437e-04
Validation prc-auc = 0.064024
Epoch 8064
Loss = 2.6676e-02, PNorm = 445.7596, GNorm = 0.3042, lr_0 = 9.9437e-04
Validation prc-auc = 0.058584
Epoch 8065
Loss = 3.3133e-02, PNorm = 445.7884, GNorm = 0.1086, lr_0 = 9.9437e-04
Validation prc-auc = 0.061847
Epoch 8066
Loss = 1.3350e-02, PNorm = 445.8135, GNorm = 1.0554, lr_0 = 9.9437e-04
Validation prc-auc = 0.057695
Epoch 8067
Loss = 1.2378e-02, PNorm = 445.8473, GNorm = 0.8786, lr_0 = 9.9437e-04
Validation prc-auc = 0.055462
Epoch 8068
Loss = 5.5102e-02, PNorm = 445.8887, GNorm = 2.4651, lr_0 = 9.9437e-04
Validation prc-auc = 0.053610
Epoch 8069
Loss = 8.4845e-02, PNorm = 445.9296, GNorm = 2.8982, lr_0 = 9.9437e-04
Loss = 1.2063e-02, PNorm = 445.9585, GNorm = 0.8142, lr_0 = 9.9436e-04
Validation prc-auc = 0.059921
Epoch 8070
Loss = 3.0058e-02, PNorm = 445.9896, GNorm = 2.4743, lr_0 = 9.9436e-04
Validation prc-auc = 0.058176
Epoch 8071
Loss = 8.0921e-02, PNorm = 446.0256, GNorm = 0.4689, lr_0 = 9.9436e-04
Validation prc-auc = 0.059348
Epoch 8072
Loss = 7.1830e-02, PNorm = 446.0647, GNorm = 0.2268, lr_0 = 9.9436e-04
Validation prc-auc = 0.049112
Epoch 8073
Loss = 3.8585e-02, PNorm = 446.0962, GNorm = 0.5148, lr_0 = 9.9436e-04
Validation prc-auc = 0.041074
Epoch 8074
Loss = 1.3508e-02, PNorm = 446.1278, GNorm = 0.5811, lr_0 = 9.9436e-04
Validation prc-auc = 0.039541
Epoch 8075
Loss = 2.9357e-02, PNorm = 446.1593, GNorm = 0.3078, lr_0 = 9.9436e-04
Validation prc-auc = 0.040495
Epoch 8076
Loss = 1.7485e-02, PNorm = 446.1881, GNorm = 0.5840, lr_0 = 9.9436e-04
Validation prc-auc = 0.042775
Epoch 8077
Loss = 4.1347e-02, PNorm = 446.2199, GNorm = 0.7928, lr_0 = 9.9436e-04
Validation prc-auc = 0.046067
Epoch 8078
Loss = 4.5761e-03, PNorm = 446.2589, GNorm = 0.3689, lr_0 = 9.9436e-04
Validation prc-auc = 0.049725
Epoch 8079
Loss = 8.8582e-03, PNorm = 446.2924, GNorm = 0.4104, lr_0 = 9.9436e-04
Loss = 1.9774e-02, PNorm = 446.3314, GNorm = 2.0201, lr_0 = 9.9436e-04
Validation prc-auc = 0.057665
Epoch 8080
Loss = 3.8880e-02, PNorm = 446.3641, GNorm = 0.1548, lr_0 = 9.9436e-04
Validation prc-auc = 0.059351
Epoch 8081
Loss = 2.1962e-02, PNorm = 446.3890, GNorm = 1.7552, lr_0 = 9.9436e-04
Validation prc-auc = 0.059022
Epoch 8082
Loss = 2.4532e-02, PNorm = 446.4080, GNorm = 2.3067, lr_0 = 9.9436e-04
Validation prc-auc = 0.058383
Epoch 8083
Loss = 2.4601e-02, PNorm = 446.4298, GNorm = 0.1943, lr_0 = 9.9435e-04
Validation prc-auc = 0.053006
Epoch 8084
Loss = 2.5622e-02, PNorm = 446.4537, GNorm = 0.1550, lr_0 = 9.9435e-04
Validation prc-auc = 0.055611
Epoch 8085
Loss = 3.0774e-02, PNorm = 446.4798, GNorm = 1.0581, lr_0 = 9.9435e-04
Validation prc-auc = 0.052277
Epoch 8086
Loss = 4.6442e-02, PNorm = 446.5182, GNorm = 0.2202, lr_0 = 9.9435e-04
Validation prc-auc = 0.049563
Epoch 8087
Loss = 6.4709e-03, PNorm = 446.5534, GNorm = 0.3640, lr_0 = 9.9435e-04
Validation prc-auc = 0.048921
Epoch 8088
Loss = 2.0647e-02, PNorm = 446.5870, GNorm = 1.6843, lr_0 = 9.9435e-04
Validation prc-auc = 0.045461
Epoch 8089
Loss = 7.8658e-03, PNorm = 446.6177, GNorm = 0.8140, lr_0 = 9.9435e-04
Loss = 2.6612e-02, PNorm = 446.6379, GNorm = 1.2649, lr_0 = 9.9435e-04
Validation prc-auc = 0.040768
Epoch 8090
Loss = 3.2644e-02, PNorm = 446.6591, GNorm = 0.3237, lr_0 = 9.9435e-04
Validation prc-auc = 0.042905
Epoch 8091
Loss = 1.1383e-02, PNorm = 446.6854, GNorm = 0.1908, lr_0 = 9.9435e-04
Validation prc-auc = 0.047073
Epoch 8092
Loss = 3.5744e-02, PNorm = 446.7055, GNorm = 2.2378, lr_0 = 9.9435e-04
Validation prc-auc = 0.044321
Epoch 8093
Loss = 3.7899e-02, PNorm = 446.7253, GNorm = 2.1744, lr_0 = 9.9435e-04
Validation prc-auc = 0.041092
Epoch 8094
Loss = 4.6964e-02, PNorm = 446.7522, GNorm = 0.5615, lr_0 = 9.9435e-04
Validation prc-auc = 0.042378
Epoch 8095
Loss = 2.6170e-02, PNorm = 446.7835, GNorm = 0.1109, lr_0 = 9.9435e-04
Validation prc-auc = 0.045000
Epoch 8096
Loss = 3.1063e-02, PNorm = 446.8091, GNorm = 0.9777, lr_0 = 9.9434e-04
Validation prc-auc = 0.044121
Epoch 8097
Loss = 7.6020e-03, PNorm = 446.8271, GNorm = 0.1729, lr_0 = 9.9434e-04
Validation prc-auc = 0.043422
Epoch 8098
Loss = 1.1188e-01, PNorm = 446.8423, GNorm = 0.0919, lr_0 = 9.9434e-04
Validation prc-auc = 0.048689
Epoch 8099
Loss = 2.3395e-03, PNorm = 446.8640, GNorm = 0.0965, lr_0 = 9.9434e-04
Loss = 3.0488e-02, PNorm = 446.8938, GNorm = 0.8631, lr_0 = 9.9434e-04
Validation prc-auc = 0.049720
Epoch 8100
Loss = 4.9063e-02, PNorm = 446.9260, GNorm = 0.1300, lr_0 = 9.9434e-04
Validation prc-auc = 0.051150
Epoch 8101
Loss = 5.1815e-02, PNorm = 446.9610, GNorm = 1.3737, lr_0 = 9.9434e-04
Validation prc-auc = 0.045527
Epoch 8102
Loss = 3.3232e-02, PNorm = 446.9921, GNorm = 1.7361, lr_0 = 9.9434e-04
Validation prc-auc = 0.045370
Epoch 8103
Loss = 2.6881e-02, PNorm = 447.0291, GNorm = 0.3462, lr_0 = 9.9434e-04
Validation prc-auc = 0.051661
Epoch 8104
Loss = 1.5143e-02, PNorm = 447.0553, GNorm = 0.2086, lr_0 = 9.9434e-04
Validation prc-auc = 0.053791
Epoch 8105
Loss = 2.1782e-02, PNorm = 447.0732, GNorm = 0.6026, lr_0 = 9.9434e-04
Validation prc-auc = 0.042884
Epoch 8106
Loss = 6.2003e-02, PNorm = 447.1181, GNorm = 1.4363, lr_0 = 9.9434e-04
Validation prc-auc = 0.048985
Epoch 8107
Loss = 6.7308e-02, PNorm = 447.1659, GNorm = 1.8638, lr_0 = 9.9434e-04
Validation prc-auc = 0.051503
Epoch 8108
Loss = 3.0307e-02, PNorm = 447.2033, GNorm = 0.1818, lr_0 = 9.9434e-04
Validation prc-auc = 0.046388
Epoch 8109
Loss = 1.3424e-02, PNorm = 447.2437, GNorm = 0.7902, lr_0 = 9.9434e-04
Loss = 4.8327e-02, PNorm = 447.2788, GNorm = 2.3662, lr_0 = 9.9433e-04
Validation prc-auc = 0.044279
Epoch 8110
Loss = 2.1595e-02, PNorm = 447.3083, GNorm = 2.0526, lr_0 = 9.9433e-04
Validation prc-auc = 0.045760
Epoch 8111
Loss = 3.8244e-02, PNorm = 447.3287, GNorm = 1.6708, lr_0 = 9.9433e-04
Validation prc-auc = 0.045878
Epoch 8112
Loss = 3.8526e-02, PNorm = 447.3473, GNorm = 1.3979, lr_0 = 9.9433e-04
Validation prc-auc = 0.052315
Epoch 8113
Loss = 3.6613e-02, PNorm = 447.3811, GNorm = 1.2483, lr_0 = 9.9433e-04
Validation prc-auc = 0.049682
Epoch 8114
Loss = 3.4603e-02, PNorm = 447.4054, GNorm = 0.1528, lr_0 = 9.9433e-04
Validation prc-auc = 0.049678
Epoch 8115
Loss = 2.8590e-02, PNorm = 447.4313, GNorm = 0.4380, lr_0 = 9.9433e-04
Validation prc-auc = 0.046927
Epoch 8116
Loss = 2.1472e-02, PNorm = 447.4552, GNorm = 0.1187, lr_0 = 9.9433e-04
Validation prc-auc = 0.047994
Epoch 8117
Loss = 1.8444e-02, PNorm = 447.4778, GNorm = 0.3223, lr_0 = 9.9433e-04
Validation prc-auc = 0.049592
Epoch 8118
Loss = 2.3799e-02, PNorm = 447.5064, GNorm = 1.2837, lr_0 = 9.9433e-04
Validation prc-auc = 0.045596
Epoch 8119
Loss = 4.0282e-03, PNorm = 447.5474, GNorm = 0.1757, lr_0 = 9.9433e-04
Loss = 1.5843e-02, PNorm = 447.5727, GNorm = 0.7923, lr_0 = 9.9433e-04
Validation prc-auc = 0.045898
Epoch 8120
Loss = 2.3820e-02, PNorm = 447.5888, GNorm = 1.5834, lr_0 = 9.9433e-04
Validation prc-auc = 0.047459
Epoch 8121
Loss = 3.7001e-02, PNorm = 447.6083, GNorm = 2.4985, lr_0 = 9.9433e-04
Validation prc-auc = 0.050233
Epoch 8122
Loss = 2.1862e-02, PNorm = 447.6386, GNorm = 0.2524, lr_0 = 9.9432e-04
Validation prc-auc = 0.046102
Epoch 8123
Loss = 4.9478e-02, PNorm = 447.6650, GNorm = 2.8010, lr_0 = 9.9432e-04
Validation prc-auc = 0.053324
Epoch 8124
Loss = 4.7394e-03, PNorm = 447.6901, GNorm = 0.6347, lr_0 = 9.9432e-04
Validation prc-auc = 0.048776
Epoch 8125
Loss = 1.4781e-02, PNorm = 447.7166, GNorm = 0.9372, lr_0 = 9.9432e-04
Validation prc-auc = 0.053660
Epoch 8126
Loss = 2.5018e-02, PNorm = 447.7370, GNorm = 0.3429, lr_0 = 9.9432e-04
Validation prc-auc = 0.054756
Epoch 8127
Loss = 7.9274e-02, PNorm = 447.7514, GNorm = 1.1115, lr_0 = 9.9432e-04
Validation prc-auc = 0.047889
Epoch 8128
Loss = 6.1340e-03, PNorm = 447.7759, GNorm = 0.2476, lr_0 = 9.9432e-04
Validation prc-auc = 0.047593
Epoch 8129
Loss = 4.1325e-02, PNorm = 447.8142, GNorm = 2.2252, lr_0 = 9.9432e-04
Loss = 3.1006e-02, PNorm = 447.8439, GNorm = 0.4819, lr_0 = 9.9432e-04
Validation prc-auc = 0.044974
Epoch 8130
Loss = 2.3505e-02, PNorm = 447.8662, GNorm = 0.8523, lr_0 = 9.9432e-04
Validation prc-auc = 0.046876
Epoch 8131
Loss = 2.9053e-02, PNorm = 447.8893, GNorm = 0.4992, lr_0 = 9.9432e-04
Validation prc-auc = 0.043123
Epoch 8132
Loss = 2.6245e-02, PNorm = 447.9058, GNorm = 0.6257, lr_0 = 9.9432e-04
Validation prc-auc = 0.043085
Epoch 8133
Loss = 4.6778e-02, PNorm = 447.9266, GNorm = 0.8917, lr_0 = 9.9432e-04
Validation prc-auc = 0.042064
Epoch 8134
Loss = 6.4654e-02, PNorm = 447.9528, GNorm = 0.3478, lr_0 = 9.9432e-04
Validation prc-auc = 0.042518
Epoch 8135
Loss = 4.7050e-02, PNorm = 447.9779, GNorm = 0.1076, lr_0 = 9.9432e-04
Validation prc-auc = 0.039190
Epoch 8136
Loss = 3.9689e-02, PNorm = 448.0046, GNorm = 0.4629, lr_0 = 9.9431e-04
Validation prc-auc = 0.043287
Epoch 8137
Loss = 1.8008e-02, PNorm = 448.0352, GNorm = 0.7620, lr_0 = 9.9431e-04
Validation prc-auc = 0.041516
Epoch 8138
Loss = 6.8758e-03, PNorm = 448.0598, GNorm = 0.4944, lr_0 = 9.9431e-04
Validation prc-auc = 0.042825
Epoch 8139
Loss = 4.8774e-03, PNorm = 448.0704, GNorm = 0.2629, lr_0 = 9.9431e-04
Loss = 2.4368e-02, PNorm = 448.0827, GNorm = 0.3218, lr_0 = 9.9431e-04
Validation prc-auc = 0.043675
Epoch 8140
Loss = 2.5227e-02, PNorm = 448.1022, GNorm = 0.4094, lr_0 = 9.9431e-04
Validation prc-auc = 0.040799
Epoch 8141
Loss = 3.8490e-02, PNorm = 448.1195, GNorm = 0.1376, lr_0 = 9.9431e-04
Validation prc-auc = 0.041417
Epoch 8142
Loss = 5.5547e-02, PNorm = 448.1403, GNorm = 0.1497, lr_0 = 9.9431e-04
Validation prc-auc = 0.044159
Epoch 8143
Loss = 3.8869e-02, PNorm = 448.1674, GNorm = 0.4269, lr_0 = 9.9431e-04
Validation prc-auc = 0.044954
Epoch 8144
Loss = 7.7273e-03, PNorm = 448.1912, GNorm = 0.5510, lr_0 = 9.9431e-04
Validation prc-auc = 0.044945
Epoch 8145
Loss = 5.0508e-03, PNorm = 448.2149, GNorm = 0.0875, lr_0 = 9.9431e-04
Validation prc-auc = 0.042727
Epoch 8146
Loss = 1.9902e-02, PNorm = 448.2398, GNorm = 1.0900, lr_0 = 9.9431e-04
Validation prc-auc = 0.029959
Epoch 8147
Loss = 1.2328e-02, PNorm = 448.2584, GNorm = 0.5437, lr_0 = 9.9431e-04
Validation prc-auc = 0.042417
Epoch 8148
Loss = 4.0010e-03, PNorm = 448.2719, GNorm = 0.1409, lr_0 = 9.9431e-04
Validation prc-auc = 0.043118
Epoch 8149
Loss = 5.5244e-03, PNorm = 448.2834, GNorm = 0.3575, lr_0 = 9.9431e-04
Loss = 1.2857e-02, PNorm = 448.2975, GNorm = 0.1340, lr_0 = 9.9430e-04
Validation prc-auc = 0.043722
Epoch 8150
Loss = 2.7190e-02, PNorm = 448.3076, GNorm = 2.7587, lr_0 = 9.9430e-04
Validation prc-auc = 0.045523
Epoch 8151
Loss = 7.7954e-03, PNorm = 448.3217, GNorm = 0.3561, lr_0 = 9.9430e-04
Validation prc-auc = 0.034697
Epoch 8152
Loss = 5.4029e-03, PNorm = 448.3399, GNorm = 0.2423, lr_0 = 9.9430e-04
Validation prc-auc = 0.031044
Epoch 8153
Loss = 9.0937e-03, PNorm = 448.3551, GNorm = 0.8017, lr_0 = 9.9430e-04
Validation prc-auc = 0.035573
Epoch 8154
Loss = 9.0141e-03, PNorm = 448.3687, GNorm = 0.6886, lr_0 = 9.9430e-04
Validation prc-auc = 0.042013
Epoch 8155
Loss = 3.7605e-02, PNorm = 448.3827, GNorm = 2.1201, lr_0 = 9.9430e-04
Validation prc-auc = 0.042473
Epoch 8156
Loss = 4.5871e-03, PNorm = 448.4000, GNorm = 0.4243, lr_0 = 9.9430e-04
Validation prc-auc = 0.043179
Epoch 8157
Loss = 1.4830e-02, PNorm = 448.4131, GNorm = 1.3886, lr_0 = 9.9430e-04
Validation prc-auc = 0.040455
Epoch 8158
Loss = 2.9771e-02, PNorm = 448.4336, GNorm = 1.9266, lr_0 = 9.9430e-04
Validation prc-auc = 0.044073
Epoch 8159
Loss = 3.4223e-03, PNorm = 448.4700, GNorm = 0.1258, lr_0 = 9.9430e-04
Loss = 1.7605e-02, PNorm = 448.4935, GNorm = 1.7652, lr_0 = 9.9430e-04
Validation prc-auc = 0.043173
Epoch 8160
Loss = 8.8179e-02, PNorm = 448.5195, GNorm = 0.5001, lr_0 = 9.9430e-04
Validation prc-auc = 0.036861
Epoch 8161
Loss = 1.5890e-02, PNorm = 448.5583, GNorm = 0.3420, lr_0 = 9.9430e-04
Validation prc-auc = 0.036340
Epoch 8162
Loss = 1.8666e-02, PNorm = 448.5882, GNorm = 0.1332, lr_0 = 9.9429e-04
Validation prc-auc = 0.035522
Epoch 8163
Loss = 1.8209e-02, PNorm = 448.6197, GNorm = 1.3426, lr_0 = 9.9429e-04
Validation prc-auc = 0.033432
Epoch 8164
Loss = 5.0066e-02, PNorm = 448.6433, GNorm = 0.0276, lr_0 = 9.9429e-04
Validation prc-auc = 0.034123
Epoch 8165
Loss = 9.2684e-03, PNorm = 448.6572, GNorm = 0.6468, lr_0 = 9.9429e-04
Validation prc-auc = 0.037266
Epoch 8166
Loss = 4.6306e-02, PNorm = 448.6751, GNorm = 2.5154, lr_0 = 9.9429e-04
Validation prc-auc = 0.032225
Epoch 8167
Loss = 1.1233e-02, PNorm = 448.7021, GNorm = 1.2443, lr_0 = 9.9429e-04
Validation prc-auc = 0.037113
Epoch 8168
Loss = 1.6493e-01, PNorm = 448.7315, GNorm = 2.9939, lr_0 = 9.9429e-04
Validation prc-auc = 0.038071
Epoch 8169
Loss = 6.5824e-03, PNorm = 448.7617, GNorm = 0.2782, lr_0 = 9.9429e-04
Loss = 1.2648e-02, PNorm = 448.7899, GNorm = 0.0374, lr_0 = 9.9429e-04
Validation prc-auc = 0.042373
Epoch 8170
Loss = 4.3396e-02, PNorm = 448.8084, GNorm = 0.7113, lr_0 = 9.9429e-04
Validation prc-auc = 0.036127
Epoch 8171
Loss = 1.6704e-02, PNorm = 448.8309, GNorm = 0.0614, lr_0 = 9.9429e-04
Validation prc-auc = 0.040099
Epoch 8172
Loss = 2.7129e-02, PNorm = 448.8500, GNorm = 0.1548, lr_0 = 9.9429e-04
Validation prc-auc = 0.044460
Epoch 8173
Loss = 1.4736e-02, PNorm = 448.8686, GNorm = 2.1057, lr_0 = 9.9429e-04
Validation prc-auc = 0.046647
Epoch 8174
Loss = 1.5725e-02, PNorm = 448.8878, GNorm = 0.5040, lr_0 = 9.9429e-04
Validation prc-auc = 0.052091
Epoch 8175
Loss = 3.4234e-02, PNorm = 448.9043, GNorm = 0.7527, lr_0 = 9.9429e-04
Validation prc-auc = 0.040654
Epoch 8176
Loss = 3.9648e-02, PNorm = 448.9203, GNorm = 0.5910, lr_0 = 9.9428e-04
Validation prc-auc = 0.039802
Epoch 8177
Loss = 2.7137e-02, PNorm = 448.9431, GNorm = 0.6361, lr_0 = 9.9428e-04
Validation prc-auc = 0.037908
Epoch 8178
Loss = 6.3596e-02, PNorm = 448.9646, GNorm = 1.4903, lr_0 = 9.9428e-04
Validation prc-auc = 0.034539
Epoch 8179
Loss = 1.9411e-01, PNorm = 448.9896, GNorm = 2.9705, lr_0 = 9.9428e-04
Loss = 2.7140e-02, PNorm = 449.0099, GNorm = 0.2565, lr_0 = 9.9428e-04
Validation prc-auc = 0.035410
Epoch 8180
Loss = 3.0784e-02, PNorm = 449.0302, GNorm = 2.3623, lr_0 = 9.9428e-04
Validation prc-auc = 0.034090
Epoch 8181
Loss = 3.0276e-02, PNorm = 449.0513, GNorm = 0.0340, lr_0 = 9.9428e-04
Validation prc-auc = 0.035414
Epoch 8182
Loss = 1.4167e-02, PNorm = 449.0743, GNorm = 0.1873, lr_0 = 9.9428e-04
Validation prc-auc = 0.034187
Epoch 8183
Loss = 3.1446e-02, PNorm = 449.0921, GNorm = 0.1218, lr_0 = 9.9428e-04
Validation prc-auc = 0.033741
Epoch 8184
Loss = 1.6687e-02, PNorm = 449.1150, GNorm = 0.2835, lr_0 = 9.9428e-04
Validation prc-auc = 0.039147
Epoch 8185
Loss = 2.6524e-02, PNorm = 449.1352, GNorm = 0.0207, lr_0 = 9.9428e-04
Validation prc-auc = 0.035095
Epoch 8186
Loss = 2.6598e-02, PNorm = 449.1565, GNorm = 2.9670, lr_0 = 9.9428e-04
Validation prc-auc = 0.029542
Epoch 8187
Loss = 1.2479e-02, PNorm = 449.1783, GNorm = 0.6371, lr_0 = 9.9428e-04
Validation prc-auc = 0.029321
Epoch 8188
Loss = 7.4986e-03, PNorm = 449.2038, GNorm = 0.2949, lr_0 = 9.9428e-04
Validation prc-auc = 0.029175
Epoch 8189
Loss = 8.8619e-04, PNorm = 449.2359, GNorm = 0.0428, lr_0 = 9.9427e-04
Loss = 2.1612e-02, PNorm = 449.2651, GNorm = 0.1049, lr_0 = 9.9427e-04
Validation prc-auc = 0.028152
Epoch 8190
Loss = 1.5100e-02, PNorm = 449.2862, GNorm = 0.0220, lr_0 = 9.9427e-04
Validation prc-auc = 0.029423
Epoch 8191
Loss = 5.7177e-02, PNorm = 449.3059, GNorm = 0.1996, lr_0 = 9.9427e-04
Validation prc-auc = 0.026418
Epoch 8192
Loss = 2.5709e-02, PNorm = 449.3399, GNorm = 0.3365, lr_0 = 9.9427e-04
Validation prc-auc = 0.024110
Epoch 8193
Loss = 4.8425e-02, PNorm = 449.3784, GNorm = 0.2424, lr_0 = 9.9427e-04
Validation prc-auc = 0.027755
Epoch 8194
Loss = 1.3836e-01, PNorm = 449.4079, GNorm = 1.2602, lr_0 = 9.9427e-04
Validation prc-auc = 0.023901
Epoch 8195
Loss = 4.7608e-02, PNorm = 449.4367, GNorm = 1.1459, lr_0 = 9.9427e-04
Validation prc-auc = 0.021883
Epoch 8196
Loss = 1.9303e-02, PNorm = 449.4623, GNorm = 0.6645, lr_0 = 9.9427e-04
Validation prc-auc = 0.024796
Epoch 8197
Loss = 1.2237e-02, PNorm = 449.4863, GNorm = 0.4166, lr_0 = 9.9427e-04
Validation prc-auc = 0.021078
Epoch 8198
Loss = 6.4110e-03, PNorm = 449.5103, GNorm = 0.2677, lr_0 = 9.9427e-04
Validation prc-auc = 0.030762
Epoch 8199
Loss = 6.4717e-03, PNorm = 449.5267, GNorm = 0.3978, lr_0 = 9.9427e-04
Loss = 2.9803e-02, PNorm = 449.5420, GNorm = 0.1708, lr_0 = 9.9427e-04
Validation prc-auc = 0.028081
Epoch 8200
Loss = 3.8079e-02, PNorm = 449.5666, GNorm = 0.4160, lr_0 = 9.9427e-04
Validation prc-auc = 0.025211
Epoch 8201
Loss = 3.6207e-02, PNorm = 449.6043, GNorm = 0.1422, lr_0 = 9.9427e-04
Validation prc-auc = 0.040818
Epoch 8202
Loss = 4.7115e-02, PNorm = 449.6334, GNorm = 3.2326, lr_0 = 9.9426e-04
Validation prc-auc = 0.039530
Epoch 8203
Loss = 2.1478e-02, PNorm = 449.6491, GNorm = 1.3947, lr_0 = 9.9426e-04
Validation prc-auc = 0.035012
Epoch 8204
Loss = 2.2166e-02, PNorm = 449.6655, GNorm = 0.7755, lr_0 = 9.9426e-04
Validation prc-auc = 0.036222
Epoch 8205
Loss = 1.4808e-02, PNorm = 449.6927, GNorm = 0.1203, lr_0 = 9.9426e-04
Validation prc-auc = 0.036723
Epoch 8206
Loss = 1.6028e-02, PNorm = 449.7208, GNorm = 0.6335, lr_0 = 9.9426e-04
Validation prc-auc = 0.035779
Epoch 8207
Loss = 2.7447e-02, PNorm = 449.7412, GNorm = 2.5792, lr_0 = 9.9426e-04
Validation prc-auc = 0.037175
Epoch 8208
Loss = 1.1479e-02, PNorm = 449.7558, GNorm = 0.9112, lr_0 = 9.9426e-04
Validation prc-auc = 0.035792
Epoch 8209
Loss = 1.9185e-03, PNorm = 449.7742, GNorm = 0.0939, lr_0 = 9.9426e-04
Loss = 3.5317e-02, PNorm = 449.8042, GNorm = 0.0622, lr_0 = 9.9426e-04
Validation prc-auc = 0.032845
Epoch 8210
Loss = 7.6570e-02, PNorm = 449.8373, GNorm = 3.9024, lr_0 = 9.9426e-04
Validation prc-auc = 0.030194
Epoch 8211
Loss = 5.7663e-02, PNorm = 449.8696, GNorm = 1.5914, lr_0 = 9.9426e-04
Validation prc-auc = 0.024276
Epoch 8212
Loss = 3.2766e-02, PNorm = 449.8914, GNorm = 0.3507, lr_0 = 9.9426e-04
Validation prc-auc = 0.024318
Epoch 8213
Loss = 6.8286e-02, PNorm = 449.9176, GNorm = 0.7835, lr_0 = 9.9426e-04
Validation prc-auc = 0.041578
Epoch 8214
Loss = 1.7709e-02, PNorm = 449.9352, GNorm = 0.9338, lr_0 = 9.9426e-04
Validation prc-auc = 0.043536
Epoch 8215
Loss = 1.2459e-02, PNorm = 449.9494, GNorm = 0.2293, lr_0 = 9.9426e-04
Validation prc-auc = 0.038288
Epoch 8216
Loss = 1.3425e-02, PNorm = 449.9618, GNorm = 1.3777, lr_0 = 9.9425e-04
Validation prc-auc = 0.039021
Epoch 8217
Loss = 5.3148e-02, PNorm = 449.9815, GNorm = 0.3578, lr_0 = 9.9425e-04
Validation prc-auc = 0.026236
Epoch 8218
Loss = 2.2863e-02, PNorm = 450.0109, GNorm = 1.3353, lr_0 = 9.9425e-04
Validation prc-auc = 0.025231
Epoch 8219
Loss = 3.8560e-02, PNorm = 450.0394, GNorm = 1.5144, lr_0 = 9.9425e-04
Loss = 2.0827e-02, PNorm = 450.0596, GNorm = 0.2076, lr_0 = 9.9425e-04
Validation prc-auc = 0.026916
Epoch 8220
Loss = 3.1453e-02, PNorm = 450.0893, GNorm = 0.8799, lr_0 = 9.9425e-04
Validation prc-auc = 0.026458
Epoch 8221
Loss = 1.1163e-02, PNorm = 450.1127, GNorm = 1.7791, lr_0 = 9.9425e-04
Validation prc-auc = 0.043910
Epoch 8222
Loss = 2.8243e-02, PNorm = 450.1313, GNorm = 1.1716, lr_0 = 9.9425e-04
Validation prc-auc = 0.031236
Epoch 8223
Loss = 7.6220e-03, PNorm = 450.1507, GNorm = 0.0331, lr_0 = 9.9425e-04
Validation prc-auc = 0.029891
Epoch 8224
Loss = 2.9201e-02, PNorm = 450.1709, GNorm = 0.7561, lr_0 = 9.9425e-04
Validation prc-auc = 0.029851
Epoch 8225
Loss = 5.1011e-02, PNorm = 450.1931, GNorm = 0.2875, lr_0 = 9.9425e-04
Validation prc-auc = 0.029209
Epoch 8226
Loss = 1.3312e-01, PNorm = 450.2185, GNorm = 0.0527, lr_0 = 9.9425e-04
Validation prc-auc = 0.043209
Epoch 8227
Loss = 2.0291e-03, PNorm = 450.2455, GNorm = 0.3421, lr_0 = 9.9425e-04
Validation prc-auc = 0.042483
Epoch 8228
Loss = 1.7623e-01, PNorm = 450.2675, GNorm = 2.4275, lr_0 = 9.9425e-04
Validation prc-auc = 0.033656
Epoch 8229
Loss = 2.8038e-02, PNorm = 450.2895, GNorm = 1.6173, lr_0 = 9.9424e-04
Loss = 4.6572e-02, PNorm = 450.3160, GNorm = 2.1522, lr_0 = 9.9424e-04
Validation prc-auc = 0.031901
Epoch 8230
Loss = 1.0656e-02, PNorm = 450.3425, GNorm = 0.0786, lr_0 = 9.9424e-04
Validation prc-auc = 0.036258
Epoch 8231
Loss = 1.2464e-02, PNorm = 450.3657, GNorm = 0.0363, lr_0 = 9.9424e-04
Validation prc-auc = 0.040105
Epoch 8232
Loss = 5.3564e-02, PNorm = 450.3785, GNorm = 1.4789, lr_0 = 9.9424e-04
Validation prc-auc = 0.031556
Epoch 8233
Loss = 1.5495e-02, PNorm = 450.4037, GNorm = 0.3964, lr_0 = 9.9424e-04
Validation prc-auc = 0.036285
Epoch 8234
Loss = 7.6142e-02, PNorm = 450.4344, GNorm = 0.6380, lr_0 = 9.9424e-04
Validation prc-auc = 0.039660
Epoch 8235
Loss = 7.7486e-02, PNorm = 450.4627, GNorm = 2.7859, lr_0 = 9.9424e-04
Validation prc-auc = 0.039732
Epoch 8236
Loss = 2.5165e-02, PNorm = 450.4891, GNorm = 0.7557, lr_0 = 9.9424e-04
Validation prc-auc = 0.032686
Epoch 8237
Loss = 1.9855e-02, PNorm = 450.5095, GNorm = 2.5031, lr_0 = 9.9424e-04
Validation prc-auc = 0.037072
Epoch 8238
Loss = 4.9768e-02, PNorm = 450.5324, GNorm = 2.2212, lr_0 = 9.9424e-04
Validation prc-auc = 0.030748
Epoch 8239
Loss = 1.5277e-02, PNorm = 450.5481, GNorm = 0.8063, lr_0 = 9.9424e-04
Loss = 2.0327e-02, PNorm = 450.5704, GNorm = 0.1834, lr_0 = 9.9424e-04
Validation prc-auc = 0.025507
Epoch 8240
Loss = 3.4004e-02, PNorm = 450.5892, GNorm = 4.9732, lr_0 = 9.9424e-04
Validation prc-auc = 0.032264
Epoch 8241
Loss = 4.8498e-02, PNorm = 450.6190, GNorm = 1.2132, lr_0 = 9.9424e-04
Validation prc-auc = 0.036994
Epoch 8242
Loss = 2.5701e-02, PNorm = 450.6507, GNorm = 2.2066, lr_0 = 9.9423e-04
Validation prc-auc = 0.037279
Epoch 8243
Loss = 7.6963e-02, PNorm = 450.6689, GNorm = 1.2332, lr_0 = 9.9423e-04
Validation prc-auc = 0.027013
Epoch 8244
Loss = 5.3638e-02, PNorm = 450.7094, GNorm = 0.1808, lr_0 = 9.9423e-04
Validation prc-auc = 0.031456
Epoch 8245
Loss = 1.1396e-02, PNorm = 450.7485, GNorm = 1.2312, lr_0 = 9.9423e-04
Validation prc-auc = 0.020287
Epoch 8246
Loss = 1.6899e-02, PNorm = 450.7784, GNorm = 0.1723, lr_0 = 9.9423e-04
Validation prc-auc = 0.020420
Epoch 8247
Loss = 2.9533e-02, PNorm = 450.8078, GNorm = 2.4005, lr_0 = 9.9423e-04
Validation prc-auc = 0.028346
Epoch 8248
Loss = 2.6096e-02, PNorm = 450.8403, GNorm = 0.5984, lr_0 = 9.9423e-04
Validation prc-auc = 0.032302
Epoch 8249
Loss = 2.5624e-02, PNorm = 450.8698, GNorm = 1.2967, lr_0 = 9.9423e-04
Loss = 3.9102e-02, PNorm = 450.9055, GNorm = 1.8571, lr_0 = 9.9423e-04
Validation prc-auc = 0.034325
Epoch 8250
Loss = 4.2058e-02, PNorm = 450.9477, GNorm = 0.1341, lr_0 = 9.9423e-04
Validation prc-auc = 0.037339
Epoch 8251
Loss = 4.5736e-02, PNorm = 450.9846, GNorm = 2.1901, lr_0 = 9.9423e-04
Validation prc-auc = 0.032964
Epoch 8252
Loss = 3.9331e-02, PNorm = 451.0220, GNorm = 2.5769, lr_0 = 9.9423e-04
Validation prc-auc = 0.023747
Epoch 8253
Loss = 3.4690e-02, PNorm = 451.0616, GNorm = 0.4572, lr_0 = 9.9423e-04
Validation prc-auc = 0.036511
Epoch 8254
Loss = 3.8946e-02, PNorm = 451.0898, GNorm = 0.0745, lr_0 = 9.9423e-04
Validation prc-auc = 0.026564
Epoch 8255
Loss = 2.0005e-02, PNorm = 451.1203, GNorm = 0.6520, lr_0 = 9.9422e-04
Validation prc-auc = 0.027197
Epoch 8256
Loss = 1.9887e-02, PNorm = 451.1635, GNorm = 0.2911, lr_0 = 9.9422e-04
Validation prc-auc = 0.020289
Epoch 8257
Loss = 2.2086e-02, PNorm = 451.2027, GNorm = 0.3115, lr_0 = 9.9422e-04
Validation prc-auc = 0.018857
Epoch 8258
Loss = 2.2610e-02, PNorm = 451.2398, GNorm = 0.6724, lr_0 = 9.9422e-04
Validation prc-auc = 0.021690
Epoch 8259
Loss = 2.5061e-02, PNorm = 451.2786, GNorm = 1.2246, lr_0 = 9.9422e-04
Loss = 1.7837e-02, PNorm = 451.3081, GNorm = 0.1663, lr_0 = 9.9422e-04
Validation prc-auc = 0.023734
Epoch 8260
Loss = 1.8785e-02, PNorm = 451.3300, GNorm = 0.1008, lr_0 = 9.9422e-04
Validation prc-auc = 0.031273
Epoch 8261
Loss = 2.1519e-02, PNorm = 451.3522, GNorm = 0.4405, lr_0 = 9.9422e-04
Validation prc-auc = 0.032456
Epoch 8262
Loss = 3.0328e-02, PNorm = 451.3711, GNorm = 2.3908, lr_0 = 9.9422e-04
Validation prc-auc = 0.027984
Epoch 8263
Loss = 8.0536e-03, PNorm = 451.3941, GNorm = 1.0515, lr_0 = 9.9422e-04
Validation prc-auc = 0.033152
Epoch 8264
Loss = 1.6728e-02, PNorm = 451.4126, GNorm = 0.3059, lr_0 = 9.9422e-04
Validation prc-auc = 0.038127
Epoch 8265
Loss = 9.4676e-03, PNorm = 451.4286, GNorm = 0.2527, lr_0 = 9.9422e-04
Validation prc-auc = 0.040738
Epoch 8266
Loss = 4.2536e-02, PNorm = 451.4421, GNorm = 1.3632, lr_0 = 9.9422e-04
Validation prc-auc = 0.042375
Epoch 8267
Loss = 3.6143e-02, PNorm = 451.4569, GNorm = 0.3500, lr_0 = 9.9422e-04
Validation prc-auc = 0.043198
Epoch 8268
Loss = 4.7206e-02, PNorm = 451.4812, GNorm = 1.4596, lr_0 = 9.9422e-04
Validation prc-auc = 0.040341
Epoch 8269
Loss = 5.7882e-03, PNorm = 451.5190, GNorm = 0.3119, lr_0 = 9.9421e-04
Loss = 2.4159e-02, PNorm = 451.5453, GNorm = 0.0579, lr_0 = 9.9421e-04
Validation prc-auc = 0.039207
Epoch 8270
Loss = 3.0513e-02, PNorm = 451.5669, GNorm = 2.3709, lr_0 = 9.9421e-04
Validation prc-auc = 0.040828
Epoch 8271
Loss = 5.2189e-03, PNorm = 451.5844, GNorm = 0.2222, lr_0 = 9.9421e-04
Validation prc-auc = 0.042595
Epoch 8272
Loss = 2.0911e-02, PNorm = 451.6055, GNorm = 0.9953, lr_0 = 9.9421e-04
Validation prc-auc = 0.047796
Epoch 8273
Loss = 5.3512e-02, PNorm = 451.6266, GNorm = 0.4017, lr_0 = 9.9421e-04
Validation prc-auc = 0.040412
Epoch 8274
Loss = 3.7524e-02, PNorm = 451.6479, GNorm = 0.6368, lr_0 = 9.9421e-04
Validation prc-auc = 0.041180
Epoch 8275
Loss = 7.1390e-03, PNorm = 451.6669, GNorm = 0.1509, lr_0 = 9.9421e-04
Validation prc-auc = 0.041612
Epoch 8276
Loss = 6.7526e-02, PNorm = 451.6898, GNorm = 1.3946, lr_0 = 9.9421e-04
Validation prc-auc = 0.038273
Epoch 8277
Loss = 7.6344e-02, PNorm = 451.7203, GNorm = 0.3167, lr_0 = 9.9421e-04
Validation prc-auc = 0.039682
Epoch 8278
Loss = 8.5061e-02, PNorm = 451.7481, GNorm = 0.2866, lr_0 = 9.9421e-04
Validation prc-auc = 0.030228
Epoch 8279
Loss = 3.4145e-02, PNorm = 451.7826, GNorm = 1.8618, lr_0 = 9.9421e-04
Loss = 1.6779e-02, PNorm = 451.8213, GNorm = 0.1054, lr_0 = 9.9421e-04
Validation prc-auc = 0.032329
Epoch 8280
Loss = 4.4679e-02, PNorm = 451.8477, GNorm = 0.4376, lr_0 = 9.9421e-04
Validation prc-auc = 0.029504
Epoch 8281
Loss = 1.4232e-02, PNorm = 451.8778, GNorm = 0.1375, lr_0 = 9.9421e-04
Validation prc-auc = 0.039186
Epoch 8282
Loss = 9.1225e-02, PNorm = 451.9107, GNorm = 0.2039, lr_0 = 9.9420e-04
Validation prc-auc = 0.037190
Epoch 8283
Loss = 4.3030e-02, PNorm = 451.9384, GNorm = 1.1628, lr_0 = 9.9420e-04
Validation prc-auc = 0.033387
Epoch 8284
Loss = 5.3560e-02, PNorm = 451.9659, GNorm = 2.2588, lr_0 = 9.9420e-04
Validation prc-auc = 0.034377
Epoch 8285
Loss = 4.0260e-02, PNorm = 452.0034, GNorm = 0.0311, lr_0 = 9.9420e-04
Validation prc-auc = 0.030166
Epoch 8286
Loss = 5.6970e-03, PNorm = 452.0331, GNorm = 0.2221, lr_0 = 9.9420e-04
Validation prc-auc = 0.027725
Epoch 8287
Loss = 3.2032e-02, PNorm = 452.0484, GNorm = 1.1930, lr_0 = 9.9420e-04
Validation prc-auc = 0.027539
Epoch 8288
Loss = 2.8131e-02, PNorm = 452.0626, GNorm = 1.0963, lr_0 = 9.9420e-04
Validation prc-auc = 0.037524
Epoch 8289
Loss = 1.3606e-02, PNorm = 452.0852, GNorm = 0.4883, lr_0 = 9.9420e-04
Loss = 2.3236e-02, PNorm = 452.1080, GNorm = 0.4869, lr_0 = 9.9420e-04
Validation prc-auc = 0.037499
Epoch 8290
Loss = 1.5848e-02, PNorm = 452.1289, GNorm = 0.0320, lr_0 = 9.9420e-04
Validation prc-auc = 0.037399
Epoch 8291
Loss = 4.0626e-02, PNorm = 452.1474, GNorm = 1.6229, lr_0 = 9.9420e-04
Validation prc-auc = 0.036551
Epoch 8292
Loss = 2.5953e-02, PNorm = 452.1651, GNorm = 1.4145, lr_0 = 9.9420e-04
Validation prc-auc = 0.023694
Epoch 8293
Loss = 2.8817e-02, PNorm = 452.1888, GNorm = 0.0545, lr_0 = 9.9420e-04
Validation prc-auc = 0.028912
Epoch 8294
Loss = 2.1957e-02, PNorm = 452.2095, GNorm = 0.1791, lr_0 = 9.9420e-04
Validation prc-auc = 0.034866
Epoch 8295
Loss = 1.9507e-02, PNorm = 452.2379, GNorm = 0.3188, lr_0 = 9.9419e-04
Validation prc-auc = 0.030614
Epoch 8296
Loss = 1.5293e-02, PNorm = 452.2577, GNorm = 1.9225, lr_0 = 9.9419e-04
Validation prc-auc = 0.044792
Epoch 8297
Loss = 7.4514e-02, PNorm = 452.2781, GNorm = 3.1047, lr_0 = 9.9419e-04
Validation prc-auc = 0.036839
Epoch 8298
Loss = 4.0311e-03, PNorm = 452.3010, GNorm = 0.0930, lr_0 = 9.9419e-04
Validation prc-auc = 0.047602
Epoch 8299
Loss = 4.3490e-03, PNorm = 452.3210, GNorm = 0.2641, lr_0 = 9.9419e-04
Loss = 4.0054e-02, PNorm = 452.3378, GNorm = 0.4374, lr_0 = 9.9419e-04
Validation prc-auc = 0.040644
Epoch 8300
Loss = 3.2679e-02, PNorm = 452.3588, GNorm = 2.7056, lr_0 = 9.9419e-04
Validation prc-auc = 0.046407
Epoch 8301
Loss = 2.8666e-02, PNorm = 452.3783, GNorm = 1.1157, lr_0 = 9.9419e-04
Validation prc-auc = 0.035873
Epoch 8302
Loss = 2.7071e-02, PNorm = 452.3993, GNorm = 0.1294, lr_0 = 9.9419e-04
Validation prc-auc = 0.038885
Epoch 8303
Loss = 4.9926e-02, PNorm = 452.4176, GNorm = 1.2608, lr_0 = 9.9419e-04
Validation prc-auc = 0.053836
Epoch 8304
Loss = 2.1547e-02, PNorm = 452.4392, GNorm = 0.5954, lr_0 = 9.9419e-04
Validation prc-auc = 0.051668
Epoch 8305
Loss = 1.3216e-02, PNorm = 452.4607, GNorm = 0.0255, lr_0 = 9.9419e-04
Validation prc-auc = 0.042972
Epoch 8306
Loss = 3.7434e-02, PNorm = 452.4784, GNorm = 0.1352, lr_0 = 9.9419e-04
Validation prc-auc = 0.047015
Epoch 8307
Loss = 4.0033e-02, PNorm = 452.4953, GNorm = 0.1766, lr_0 = 9.9419e-04
Validation prc-auc = 0.045661
Epoch 8308
Loss = 4.1377e-02, PNorm = 452.5128, GNorm = 0.0501, lr_0 = 9.9419e-04
Validation prc-auc = 0.046931
Epoch 8309
Loss = 1.4849e-02, PNorm = 452.5335, GNorm = 0.5030, lr_0 = 9.9418e-04
Loss = 3.4714e-02, PNorm = 452.5688, GNorm = 0.0330, lr_0 = 9.9418e-04
Validation prc-auc = 0.053533
Epoch 8310
Loss = 3.2197e-02, PNorm = 452.6003, GNorm = 0.2225, lr_0 = 9.9418e-04
Validation prc-auc = 0.069456
Epoch 8311
Loss = 1.9880e-02, PNorm = 452.6212, GNorm = 0.4837, lr_0 = 9.9418e-04
Validation prc-auc = 0.070456
Epoch 8312
Loss = 4.9214e-02, PNorm = 452.6412, GNorm = 0.2098, lr_0 = 9.9418e-04
Validation prc-auc = 0.047695
Epoch 8313
Loss = 7.1397e-02, PNorm = 452.6726, GNorm = 2.1107, lr_0 = 9.9418e-04
Validation prc-auc = 0.038417
Epoch 8314
Loss = 3.0516e-02, PNorm = 452.7164, GNorm = 1.9767, lr_0 = 9.9418e-04
Validation prc-auc = 0.048473
Epoch 8315
Loss = 1.5056e-02, PNorm = 452.7557, GNorm = 0.5466, lr_0 = 9.9418e-04
Validation prc-auc = 0.052629
Epoch 8316
Loss = 5.0436e-03, PNorm = 452.7780, GNorm = 0.0779, lr_0 = 9.9418e-04
Validation prc-auc = 0.047811
Epoch 8317
Loss = 1.5900e-02, PNorm = 452.7912, GNorm = 0.6290, lr_0 = 9.9418e-04
Validation prc-auc = 0.046577
Epoch 8318
Loss = 1.7486e-02, PNorm = 452.8076, GNorm = 1.2807, lr_0 = 9.9418e-04
Validation prc-auc = 0.047584
Epoch 8319
Loss = 1.3138e-03, PNorm = 452.8221, GNorm = 0.0494, lr_0 = 9.9418e-04
Loss = 1.6780e-02, PNorm = 452.8485, GNorm = 0.2331, lr_0 = 9.9418e-04
Validation prc-auc = 0.052459
Epoch 8320
Loss = 3.2097e-02, PNorm = 452.8732, GNorm = 0.0348, lr_0 = 9.9418e-04
Validation prc-auc = 0.047905
Epoch 8321
Loss = 1.6705e-02, PNorm = 452.8965, GNorm = 0.1557, lr_0 = 9.9418e-04
Validation prc-auc = 0.037507
Epoch 8322
Loss = 2.2586e-02, PNorm = 452.9151, GNorm = 0.1477, lr_0 = 9.9417e-04
Validation prc-auc = 0.037961
Epoch 8323
Loss = 1.5402e-02, PNorm = 452.9381, GNorm = 0.0777, lr_0 = 9.9417e-04
Validation prc-auc = 0.035148
Epoch 8324
Loss = 1.3868e-02, PNorm = 452.9661, GNorm = 0.3722, lr_0 = 9.9417e-04
Validation prc-auc = 0.033708
Epoch 8325
Loss = 3.7708e-02, PNorm = 452.9887, GNorm = 1.1766, lr_0 = 9.9417e-04
Validation prc-auc = 0.038037
Epoch 8326
Loss = 3.3837e-02, PNorm = 453.0219, GNorm = 0.1764, lr_0 = 9.9417e-04
Validation prc-auc = 0.037991
Epoch 8327
Loss = 1.3583e-02, PNorm = 453.0646, GNorm = 0.0270, lr_0 = 9.9417e-04
Validation prc-auc = 0.037234
Epoch 8328
Loss = 7.3260e-02, PNorm = 453.0955, GNorm = 0.4679, lr_0 = 9.9417e-04
Validation prc-auc = 0.029173
Epoch 8329
Loss = 1.2770e-02, PNorm = 453.1230, GNorm = 0.4852, lr_0 = 9.9417e-04
Loss = 5.0910e-02, PNorm = 453.1547, GNorm = 0.4485, lr_0 = 9.9417e-04
Validation prc-auc = 0.037450
Epoch 8330
Loss = 1.8157e-02, PNorm = 453.1817, GNorm = 0.3999, lr_0 = 9.9417e-04
Validation prc-auc = 0.039285
Epoch 8331
Loss = 8.3897e-03, PNorm = 453.2026, GNorm = 0.0799, lr_0 = 9.9417e-04
Validation prc-auc = 0.037606
Epoch 8332
Loss = 1.7838e-02, PNorm = 453.2154, GNorm = 1.3772, lr_0 = 9.9417e-04
Validation prc-auc = 0.042261
Epoch 8333
Loss = 3.2178e-02, PNorm = 453.2215, GNorm = 0.3004, lr_0 = 9.9417e-04
Validation prc-auc = 0.038522
Epoch 8334
Loss = 1.0182e-02, PNorm = 453.2374, GNorm = 0.1203, lr_0 = 9.9417e-04
Validation prc-auc = 0.023516
Epoch 8335
Loss = 4.2932e-02, PNorm = 453.2664, GNorm = 0.8490, lr_0 = 9.9416e-04
Validation prc-auc = 0.029861
Epoch 8336
Loss = 2.1213e-02, PNorm = 453.3049, GNorm = 2.0625, lr_0 = 9.9416e-04
Validation prc-auc = 0.030994
Epoch 8337
Loss = 1.9147e-02, PNorm = 453.3338, GNorm = 0.4268, lr_0 = 9.9416e-04
Validation prc-auc = 0.030871
Epoch 8338
Loss = 3.7061e-03, PNorm = 453.3804, GNorm = 0.3338, lr_0 = 9.9416e-04
Validation prc-auc = 0.031654
Epoch 8339
Loss = 1.7931e-03, PNorm = 453.4224, GNorm = 0.0743, lr_0 = 9.9416e-04
Loss = 2.2315e-02, PNorm = 453.4553, GNorm = 0.2090, lr_0 = 9.9416e-04
Validation prc-auc = 0.038960
Epoch 8340
Loss = 3.3381e-02, PNorm = 453.4833, GNorm = 1.0699, lr_0 = 9.9416e-04
Validation prc-auc = 0.039768
Epoch 8341
Loss = 2.8842e-02, PNorm = 453.5188, GNorm = 0.6440, lr_0 = 9.9416e-04
Validation prc-auc = 0.055372
Epoch 8342
Loss = 3.2118e-02, PNorm = 453.5433, GNorm = 0.4676, lr_0 = 9.9416e-04
Validation prc-auc = 0.045309
Epoch 8343
Loss = 2.2995e-02, PNorm = 453.5607, GNorm = 2.3887, lr_0 = 9.9416e-04
Validation prc-auc = 0.045140
Epoch 8344
Loss = 5.0862e-02, PNorm = 453.5802, GNorm = 0.1499, lr_0 = 9.9416e-04
Validation prc-auc = 0.039360
Epoch 8345
Loss = 3.1464e-02, PNorm = 453.6016, GNorm = 2.0991, lr_0 = 9.9416e-04
Validation prc-auc = 0.039725
Epoch 8346
Loss = 1.0176e-02, PNorm = 453.6394, GNorm = 1.1717, lr_0 = 9.9416e-04
Validation prc-auc = 0.039716
Epoch 8347
Loss = 2.4073e-02, PNorm = 453.6630, GNorm = 0.0161, lr_0 = 9.9416e-04
Validation prc-auc = 0.040987
Epoch 8348
Loss = 5.3279e-02, PNorm = 453.6766, GNorm = 0.5144, lr_0 = 9.9416e-04
Validation prc-auc = 0.040466
Epoch 8349
Loss = 1.1109e-03, PNorm = 453.6912, GNorm = 0.0845, lr_0 = 9.9415e-04
Loss = 5.1019e-02, PNorm = 453.7107, GNorm = 1.7759, lr_0 = 9.9415e-04
Validation prc-auc = 0.040152
Epoch 8350
Loss = 1.1363e-02, PNorm = 453.7316, GNorm = 0.4366, lr_0 = 9.9415e-04
Validation prc-auc = 0.041570
Epoch 8351
Loss = 1.6108e-02, PNorm = 453.7491, GNorm = 0.0207, lr_0 = 9.9415e-04
Validation prc-auc = 0.047534
Epoch 8352
Loss = 2.5091e-02, PNorm = 453.7689, GNorm = 0.0119, lr_0 = 9.9415e-04
Validation prc-auc = 0.046412
Epoch 8353
Loss = 1.9385e-02, PNorm = 453.7890, GNorm = 1.0143, lr_0 = 9.9415e-04
Validation prc-auc = 0.046827
Epoch 8354
Loss = 2.4378e-02, PNorm = 453.8080, GNorm = 1.3178, lr_0 = 9.9415e-04
Validation prc-auc = 0.042031
Epoch 8355
Loss = 4.0185e-03, PNorm = 453.8276, GNorm = 0.4406, lr_0 = 9.9415e-04
Validation prc-auc = 0.043756
Epoch 8356
Loss = 1.1996e-02, PNorm = 453.8433, GNorm = 1.2282, lr_0 = 9.9415e-04
Validation prc-auc = 0.044639
Epoch 8357
Loss = 3.8125e-03, PNorm = 453.8550, GNorm = 0.2684, lr_0 = 9.9415e-04
Validation prc-auc = 0.042813
Epoch 8358
Loss = 6.0593e-03, PNorm = 453.8629, GNorm = 0.0377, lr_0 = 9.9415e-04
Validation prc-auc = 0.043339
Epoch 8359
Loss = 7.0378e-03, PNorm = 453.8741, GNorm = 0.7144, lr_0 = 9.9415e-04
Loss = 1.8400e-02, PNorm = 453.8957, GNorm = 0.0530, lr_0 = 9.9415e-04
Validation prc-auc = 0.043622
Epoch 8360
Loss = 4.3180e-02, PNorm = 453.9201, GNorm = 1.6128, lr_0 = 9.9415e-04
Validation prc-auc = 0.041228
Epoch 8361
Loss = 1.0818e-02, PNorm = 453.9425, GNorm = 0.0509, lr_0 = 9.9414e-04
Validation prc-auc = 0.045567
Epoch 8362
Loss = 2.6896e-02, PNorm = 453.9612, GNorm = 0.1802, lr_0 = 9.9414e-04
Validation prc-auc = 0.030967
Epoch 8363
Loss = 2.0842e-02, PNorm = 453.9768, GNorm = 2.1361, lr_0 = 9.9414e-04
Validation prc-auc = 0.029948
Epoch 8364
Loss = 2.6708e-02, PNorm = 454.0046, GNorm = 2.0925, lr_0 = 9.9414e-04
Validation prc-auc = 0.028675
Epoch 8365
Loss = 5.8450e-03, PNorm = 454.0248, GNorm = 0.0637, lr_0 = 9.9414e-04
Validation prc-auc = 0.022453
Epoch 8366
Loss = 1.1649e-02, PNorm = 454.0377, GNorm = 1.0597, lr_0 = 9.9414e-04
Validation prc-auc = 0.023879
Epoch 8367
Loss = 9.2317e-03, PNorm = 454.0557, GNorm = 0.5715, lr_0 = 9.9414e-04
Validation prc-auc = 0.024970
Epoch 8368
Loss = 1.9955e-02, PNorm = 454.0763, GNorm = 1.7045, lr_0 = 9.9414e-04
Validation prc-auc = 0.027099
Epoch 8369
Loss = 3.6699e-03, PNorm = 454.0940, GNorm = 0.1286, lr_0 = 9.9414e-04
Loss = 1.3670e-02, PNorm = 454.1115, GNorm = 0.0451, lr_0 = 9.9414e-04
Validation prc-auc = 0.028947
Epoch 8370
Loss = 6.4025e-02, PNorm = 454.1399, GNorm = 3.2350, lr_0 = 9.9414e-04
Validation prc-auc = 0.042866
Epoch 8371
Loss = 3.7761e-02, PNorm = 454.1725, GNorm = 0.9070, lr_0 = 9.9414e-04
Validation prc-auc = 0.041179
Epoch 8372
Loss = 1.8960e-02, PNorm = 454.2013, GNorm = 1.0820, lr_0 = 9.9414e-04
Validation prc-auc = 0.040786
Epoch 8373
Loss = 1.7024e-02, PNorm = 454.2334, GNorm = 0.2836, lr_0 = 9.9414e-04
Validation prc-auc = 0.039778
Epoch 8374
Loss = 3.0446e-02, PNorm = 454.2579, GNorm = 0.0602, lr_0 = 9.9414e-04
Validation prc-auc = 0.041531
Epoch 8375
Loss = 2.6923e-02, PNorm = 454.2789, GNorm = 0.7181, lr_0 = 9.9413e-04
Validation prc-auc = 0.047937
Epoch 8376
Loss = 4.5969e-02, PNorm = 454.2978, GNorm = 2.7116, lr_0 = 9.9413e-04
Validation prc-auc = 0.041424
Epoch 8377
Loss = 2.9262e-02, PNorm = 454.3296, GNorm = 1.3147, lr_0 = 9.9413e-04
Validation prc-auc = 0.049319
Epoch 8378
Loss = 1.6904e-02, PNorm = 454.3711, GNorm = 0.5227, lr_0 = 9.9413e-04
Validation prc-auc = 0.038246
Epoch 8379
Loss = 3.8200e-03, PNorm = 454.3992, GNorm = 0.1492, lr_0 = 9.9413e-04
Loss = 2.5805e-02, PNorm = 454.4321, GNorm = 0.2225, lr_0 = 9.9413e-04
Validation prc-auc = 0.049552
Epoch 8380
Loss = 6.0786e-02, PNorm = 454.4554, GNorm = 0.1497, lr_0 = 9.9413e-04
Validation prc-auc = 0.042103
Epoch 8381
Loss = 3.3563e-02, PNorm = 454.4849, GNorm = 1.9957, lr_0 = 9.9413e-04
Validation prc-auc = 0.044850
Epoch 8382
Loss = 2.3963e-02, PNorm = 454.5131, GNorm = 0.1205, lr_0 = 9.9413e-04
Validation prc-auc = 0.049872
Epoch 8383
Loss = 3.6655e-02, PNorm = 454.5352, GNorm = 0.9594, lr_0 = 9.9413e-04
Validation prc-auc = 0.058606
Epoch 8384
Loss = 6.8118e-02, PNorm = 454.5573, GNorm = 0.0536, lr_0 = 9.9413e-04
Validation prc-auc = 0.049060
Epoch 8385
Loss = 6.8026e-02, PNorm = 454.5974, GNorm = 2.0946, lr_0 = 9.9413e-04
Validation prc-auc = 0.053876
Epoch 8386
Loss = 2.0149e-02, PNorm = 454.6297, GNorm = 1.1335, lr_0 = 9.9413e-04
Validation prc-auc = 0.051142
Epoch 8387
Loss = 3.3204e-02, PNorm = 454.6530, GNorm = 1.0537, lr_0 = 9.9413e-04
Validation prc-auc = 0.052657
Epoch 8388
Loss = 8.8855e-03, PNorm = 454.6788, GNorm = 0.0613, lr_0 = 9.9413e-04
Validation prc-auc = 0.051181
Epoch 8389
Loss = 1.7205e-03, PNorm = 454.7062, GNorm = 0.0514, lr_0 = 9.9412e-04
Loss = 5.9846e-02, PNorm = 454.7301, GNorm = 1.1195, lr_0 = 9.9412e-04
Validation prc-auc = 0.055096
Epoch 8390
Loss = 1.1616e-02, PNorm = 454.7652, GNorm = 0.2194, lr_0 = 9.9412e-04
Validation prc-auc = 0.050447
Epoch 8391
Loss = 2.2892e-02, PNorm = 454.7920, GNorm = 0.0196, lr_0 = 9.9412e-04
Validation prc-auc = 0.048856
Epoch 8392
Loss = 2.4169e-02, PNorm = 454.8077, GNorm = 1.3858, lr_0 = 9.9412e-04
Validation prc-auc = 0.045127
Epoch 8393
Loss = 2.4516e-02, PNorm = 454.8287, GNorm = 0.0411, lr_0 = 9.9412e-04
Validation prc-auc = 0.043701
Epoch 8394
Loss = 2.0536e-02, PNorm = 454.8668, GNorm = 0.0330, lr_0 = 9.9412e-04
Validation prc-auc = 0.051577
Epoch 8395
Loss = 1.8974e-03, PNorm = 454.8980, GNorm = 0.0247, lr_0 = 9.9412e-04
Validation prc-auc = 0.051798
Epoch 8396
Loss = 9.0476e-03, PNorm = 454.9165, GNorm = 1.1974, lr_0 = 9.9412e-04
Validation prc-auc = 0.051092
Epoch 8397
Loss = 5.2592e-03, PNorm = 454.9375, GNorm = 0.0925, lr_0 = 9.9412e-04
Validation prc-auc = 0.045414
Epoch 8398
Loss = 3.1630e-03, PNorm = 454.9520, GNorm = 0.2046, lr_0 = 9.9412e-04
Validation prc-auc = 0.046552
Epoch 8399
Loss = 2.7056e-03, PNorm = 454.9716, GNorm = 0.1538, lr_0 = 9.9412e-04
Loss = 2.2339e-02, PNorm = 454.9931, GNorm = 0.4249, lr_0 = 9.9412e-04
Validation prc-auc = 0.052163
Epoch 8400
Loss = 3.4831e-02, PNorm = 455.0047, GNorm = 1.9816, lr_0 = 9.9412e-04
Validation prc-auc = 0.040757
Epoch 8401
Loss = 2.1964e-02, PNorm = 455.0264, GNorm = 0.5465, lr_0 = 9.9411e-04
Validation prc-auc = 0.043035
Epoch 8402
Loss = 2.5155e-02, PNorm = 455.0558, GNorm = 2.1447, lr_0 = 9.9411e-04
Validation prc-auc = 0.038984
Epoch 8403
Loss = 1.4189e-02, PNorm = 455.0758, GNorm = 0.1836, lr_0 = 9.9411e-04
Validation prc-auc = 0.044190
Epoch 8404
Loss = 7.7460e-03, PNorm = 455.1108, GNorm = 0.4980, lr_0 = 9.9411e-04
Validation prc-auc = 0.051888
Epoch 8405
Loss = 2.6172e-02, PNorm = 455.1454, GNorm = 2.5663, lr_0 = 9.9411e-04
Validation prc-auc = 0.058146
Epoch 8406
Loss = 3.5524e-02, PNorm = 455.1673, GNorm = 1.7719, lr_0 = 9.9411e-04
Validation prc-auc = 0.041196
Epoch 8407
Loss = 5.9682e-03, PNorm = 455.1919, GNorm = 0.1531, lr_0 = 9.9411e-04
Validation prc-auc = 0.050640
Epoch 8408
Loss = 9.0084e-03, PNorm = 455.2178, GNorm = 0.9439, lr_0 = 9.9411e-04
Validation prc-auc = 0.040000
Epoch 8409
Loss = 2.2904e-01, PNorm = 455.2363, GNorm = 2.4111, lr_0 = 9.9411e-04
Loss = 2.1745e-02, PNorm = 455.2605, GNorm = 1.6001, lr_0 = 9.9411e-04
Validation prc-auc = 0.042707
Epoch 8410
Loss = 4.8124e-02, PNorm = 455.2970, GNorm = 0.1193, lr_0 = 9.9411e-04
Validation prc-auc = 0.051529
Epoch 8411
Loss = 2.4646e-02, PNorm = 455.3230, GNorm = 0.1977, lr_0 = 9.9411e-04
Validation prc-auc = 0.050500
Epoch 8412
Loss = 1.1250e-02, PNorm = 455.3455, GNorm = 0.5965, lr_0 = 9.9411e-04
Validation prc-auc = 0.052611
Epoch 8413
Loss = 3.1468e-02, PNorm = 455.3749, GNorm = 2.4603, lr_0 = 9.9411e-04
Validation prc-auc = 0.047297
Epoch 8414
Loss = 3.2301e-02, PNorm = 455.4096, GNorm = 0.2610, lr_0 = 9.9411e-04
Validation prc-auc = 0.050750
Epoch 8415
Loss = 5.3752e-02, PNorm = 455.4522, GNorm = 0.2979, lr_0 = 9.9410e-04
Validation prc-auc = 0.044298
Epoch 8416
Loss = 3.5421e-02, PNorm = 455.4820, GNorm = 0.2447, lr_0 = 9.9410e-04
Validation prc-auc = 0.042381
Epoch 8417
Loss = 2.6882e-02, PNorm = 455.5003, GNorm = 0.1187, lr_0 = 9.9410e-04
Validation prc-auc = 0.046809
Epoch 8418
Loss = 7.6590e-02, PNorm = 455.5208, GNorm = 0.0929, lr_0 = 9.9410e-04
Validation prc-auc = 0.047468
Epoch 8419
Loss = 6.7467e-03, PNorm = 455.5398, GNorm = 0.3789, lr_0 = 9.9410e-04
Loss = 1.0464e-02, PNorm = 455.5524, GNorm = 0.0281, lr_0 = 9.9410e-04
Validation prc-auc = 0.047938
Epoch 8420
Loss = 2.6876e-02, PNorm = 455.5691, GNorm = 1.1671, lr_0 = 9.9410e-04
Validation prc-auc = 0.047271
Epoch 8421
Loss = 2.3219e-02, PNorm = 455.5973, GNorm = 0.6397, lr_0 = 9.9410e-04
Validation prc-auc = 0.046226
Epoch 8422
Loss = 2.2661e-02, PNorm = 455.6111, GNorm = 1.8450, lr_0 = 9.9410e-04
Validation prc-auc = 0.047488
Epoch 8423
Loss = 4.2803e-02, PNorm = 455.6307, GNorm = 1.6212, lr_0 = 9.9410e-04
Validation prc-auc = 0.046619
Epoch 8424
Loss = 3.3525e-02, PNorm = 455.6583, GNorm = 2.1847, lr_0 = 9.9410e-04
Validation prc-auc = 0.046478
Epoch 8425
Loss = 1.5260e-02, PNorm = 455.6861, GNorm = 0.1947, lr_0 = 9.9410e-04
Validation prc-auc = 0.046771
Epoch 8426
Loss = 2.3362e-02, PNorm = 455.7110, GNorm = 0.0303, lr_0 = 9.9410e-04
Validation prc-auc = 0.046760
Epoch 8427
Loss = 2.7345e-02, PNorm = 455.7259, GNorm = 1.5840, lr_0 = 9.9410e-04
Validation prc-auc = 0.045530
Epoch 8428
Loss = 1.4699e-02, PNorm = 455.7355, GNorm = 0.4739, lr_0 = 9.9409e-04
Validation prc-auc = 0.043932
Epoch 8429
Loss = 6.7194e-03, PNorm = 455.7587, GNorm = 0.2928, lr_0 = 9.9409e-04
Loss = 5.8562e-02, PNorm = 455.7973, GNorm = 1.9736, lr_0 = 9.9409e-04
Validation prc-auc = 0.049662
Epoch 8430
Loss = 4.4709e-02, PNorm = 455.8224, GNorm = 1.6873, lr_0 = 9.9409e-04
Validation prc-auc = 0.048132
Epoch 8431
Loss = 7.0156e-03, PNorm = 455.8423, GNorm = 0.1241, lr_0 = 9.9409e-04
Validation prc-auc = 0.049479
Epoch 8432
Loss = 1.5878e-02, PNorm = 455.8590, GNorm = 0.7604, lr_0 = 9.9409e-04
Validation prc-auc = 0.049012
Epoch 8433
Loss = 4.7658e-02, PNorm = 455.8774, GNorm = 0.0083, lr_0 = 9.9409e-04
Validation prc-auc = 0.051478
Epoch 8434
Loss = 1.4436e-02, PNorm = 455.8993, GNorm = 2.6882, lr_0 = 9.9409e-04
Validation prc-auc = 0.048990
Epoch 8435
Loss = 5.3730e-03, PNorm = 455.9150, GNorm = 0.5193, lr_0 = 9.9409e-04
Validation prc-auc = 0.037074
Epoch 8436
Loss = 3.2520e-02, PNorm = 455.9333, GNorm = 0.2687, lr_0 = 9.9409e-04
Validation prc-auc = 0.055371
Epoch 8437
Loss = 4.4565e-02, PNorm = 455.9620, GNorm = 0.0630, lr_0 = 9.9409e-04
Validation prc-auc = 0.056215
Epoch 8438
Loss = 3.6044e-04, PNorm = 455.9779, GNorm = 0.0229, lr_0 = 9.9409e-04
Validation prc-auc = 0.052651
Epoch 8439
Loss = 5.3742e-02, PNorm = 455.9851, GNorm = 2.4220, lr_0 = 9.9409e-04
Loss = 1.7693e-02, PNorm = 456.0015, GNorm = 0.5745, lr_0 = 9.9409e-04
Validation prc-auc = 0.056060
Epoch 8440
Loss = 7.8623e-02, PNorm = 456.0340, GNorm = 1.3668, lr_0 = 9.9409e-04
Validation prc-auc = 0.059086
Epoch 8441
Loss = 1.7618e-02, PNorm = 456.0652, GNorm = 0.0227, lr_0 = 9.9408e-04
Validation prc-auc = 0.047137
Epoch 8442
Loss = 3.4574e-02, PNorm = 456.0956, GNorm = 2.8817, lr_0 = 9.9408e-04
Validation prc-auc = 0.051152
Epoch 8443
Loss = 7.1332e-02, PNorm = 456.1470, GNorm = 0.0159, lr_0 = 9.9408e-04
Validation prc-auc = 0.063305
Epoch 8444
Loss = 1.3751e-02, PNorm = 456.1853, GNorm = 0.0468, lr_0 = 9.9408e-04
Validation prc-auc = 0.063410
Epoch 8445
Loss = 3.7016e-02, PNorm = 456.2066, GNorm = 0.5762, lr_0 = 9.9408e-04
Validation prc-auc = 0.038680
Epoch 8446
Loss = 5.2882e-02, PNorm = 456.2422, GNorm = 0.2415, lr_0 = 9.9408e-04
Validation prc-auc = 0.049627
Epoch 8447
Loss = 3.4129e-02, PNorm = 456.2754, GNorm = 0.7518, lr_0 = 9.9408e-04
Validation prc-auc = 0.060616
Epoch 8448
Loss = 6.3351e-04, PNorm = 456.2995, GNorm = 0.0337, lr_0 = 9.9408e-04
Validation prc-auc = 0.058817
Epoch 8449
Loss = 1.7936e-02, PNorm = 456.3283, GNorm = 1.1162, lr_0 = 9.9408e-04
Loss = 2.2254e-02, PNorm = 456.3505, GNorm = 0.1567, lr_0 = 9.9408e-04
Validation prc-auc = 0.059959
Epoch 8450
Loss = 1.3276e-02, PNorm = 456.3692, GNorm = 1.3784, lr_0 = 9.9408e-04
Validation prc-auc = 0.060202
Epoch 8451
Loss = 2.0291e-02, PNorm = 456.3836, GNorm = 0.1111, lr_0 = 9.9408e-04
Validation prc-auc = 0.059441
Epoch 8452
Loss = 8.6641e-03, PNorm = 456.3994, GNorm = 0.1627, lr_0 = 9.9408e-04
Validation prc-auc = 0.057436
Epoch 8453
Loss = 2.7758e-02, PNorm = 456.4078, GNorm = 0.0454, lr_0 = 9.9408e-04
Validation prc-auc = 0.059905
Epoch 8454
Loss = 1.3143e-02, PNorm = 456.4179, GNorm = 1.5805, lr_0 = 9.9408e-04
Validation prc-auc = 0.051490
Epoch 8455
Loss = 8.7917e-03, PNorm = 456.4315, GNorm = 1.0383, lr_0 = 9.9407e-04
Validation prc-auc = 0.044561
Epoch 8456
Loss = 1.3880e-01, PNorm = 456.4507, GNorm = 0.2897, lr_0 = 9.9407e-04
Validation prc-auc = 0.039430
Epoch 8457
Loss = 2.3996e-02, PNorm = 456.4804, GNorm = 1.1035, lr_0 = 9.9407e-04
Validation prc-auc = 0.042274
Epoch 8458
Loss = 3.0572e-03, PNorm = 456.5109, GNorm = 0.0584, lr_0 = 9.9407e-04
Validation prc-auc = 0.042382
Epoch 8459
Loss = 7.5501e-04, PNorm = 456.5288, GNorm = 0.0271, lr_0 = 9.9407e-04
Loss = 4.0361e-02, PNorm = 456.5388, GNorm = 1.5322, lr_0 = 9.9407e-04
Validation prc-auc = 0.043808
Epoch 8460
Loss = 5.1362e-02, PNorm = 456.5563, GNorm = 1.0667, lr_0 = 9.9407e-04
Validation prc-auc = 0.043537
Epoch 8461
Loss = 4.4653e-02, PNorm = 456.5746, GNorm = 0.2966, lr_0 = 9.9407e-04
Validation prc-auc = 0.042989
Epoch 8462
Loss = 4.9499e-02, PNorm = 456.5979, GNorm = 0.9114, lr_0 = 9.9407e-04
Validation prc-auc = 0.042643
Epoch 8463
Loss = 2.3458e-02, PNorm = 456.6201, GNorm = 0.1619, lr_0 = 9.9407e-04
Validation prc-auc = 0.038717
Epoch 8464
Loss = 2.6938e-02, PNorm = 456.6400, GNorm = 0.4195, lr_0 = 9.9407e-04
Validation prc-auc = 0.045434
Epoch 8465
Loss = 1.9191e-02, PNorm = 456.6673, GNorm = 0.4566, lr_0 = 9.9407e-04
Validation prc-auc = 0.050935
Epoch 8466
Loss = 1.9893e-02, PNorm = 456.6982, GNorm = 0.3526, lr_0 = 9.9407e-04
Validation prc-auc = 0.050696
Epoch 8467
Loss = 4.7680e-02, PNorm = 456.7257, GNorm = 2.1770, lr_0 = 9.9407e-04
Validation prc-auc = 0.053843
Epoch 8468
Loss = 9.5358e-03, PNorm = 456.7460, GNorm = 0.2682, lr_0 = 9.9406e-04
Validation prc-auc = 0.053785
Epoch 8469
Loss = 4.5106e-03, PNorm = 456.7686, GNorm = 0.2196, lr_0 = 9.9406e-04
Loss = 3.5709e-02, PNorm = 456.7974, GNorm = 0.1669, lr_0 = 9.9406e-04
Validation prc-auc = 0.048132
Epoch 8470
Loss = 2.3738e-02, PNorm = 456.8193, GNorm = 1.9209, lr_0 = 9.9406e-04
Validation prc-auc = 0.046292
Epoch 8471
Loss = 2.8375e-02, PNorm = 456.8351, GNorm = 0.4815, lr_0 = 9.9406e-04
Validation prc-auc = 0.049966
Epoch 8472
Loss = 3.3535e-02, PNorm = 456.8550, GNorm = 3.2351, lr_0 = 9.9406e-04
Validation prc-auc = 0.049581
Epoch 8473
Loss = 4.6929e-02, PNorm = 456.8859, GNorm = 0.0553, lr_0 = 9.9406e-04
Validation prc-auc = 0.050875
Epoch 8474
Loss = 3.2249e-02, PNorm = 456.9206, GNorm = 0.2971, lr_0 = 9.9406e-04
Validation prc-auc = 0.054900
Epoch 8475
Loss = 3.8885e-02, PNorm = 456.9487, GNorm = 1.9010, lr_0 = 9.9406e-04
Validation prc-auc = 0.050769
Epoch 8476
Loss = 2.6620e-02, PNorm = 456.9777, GNorm = 0.2385, lr_0 = 9.9406e-04
Validation prc-auc = 0.051385
Epoch 8477
Loss = 1.4246e-01, PNorm = 457.0074, GNorm = 1.3522, lr_0 = 9.9406e-04
Validation prc-auc = 0.044936
Epoch 8478
Loss = 4.9446e-02, PNorm = 457.0356, GNorm = 0.3012, lr_0 = 9.9406e-04
Validation prc-auc = 0.054149
Epoch 8479
Loss = 7.0910e-02, PNorm = 457.0627, GNorm = 1.8594, lr_0 = 9.9406e-04
Loss = 2.3142e-02, PNorm = 457.0804, GNorm = 0.3657, lr_0 = 9.9406e-04
Validation prc-auc = 0.051686
Epoch 8480
Loss = 2.6095e-02, PNorm = 457.1009, GNorm = 1.3779, lr_0 = 9.9406e-04
Validation prc-auc = 0.047774
Epoch 8481
Loss = 2.2448e-02, PNorm = 457.1202, GNorm = 2.2705, lr_0 = 9.9405e-04
Validation prc-auc = 0.047099
Epoch 8482
Loss = 1.3942e-02, PNorm = 457.1343, GNorm = 0.4770, lr_0 = 9.9405e-04
Validation prc-auc = 0.047171
Epoch 8483
Loss = 3.1520e-02, PNorm = 457.1454, GNorm = 0.1921, lr_0 = 9.9405e-04
Validation prc-auc = 0.054190
Epoch 8484
Loss = 3.0131e-02, PNorm = 457.1590, GNorm = 1.3282, lr_0 = 9.9405e-04
Validation prc-auc = 0.055757
Epoch 8485
Loss = 4.6588e-02, PNorm = 457.1803, GNorm = 0.3229, lr_0 = 9.9405e-04
Validation prc-auc = 0.049759
Epoch 8486
Loss = 4.3237e-03, PNorm = 457.1976, GNorm = 0.3548, lr_0 = 9.9405e-04
Validation prc-auc = 0.040684
Epoch 8487
Loss = 3.4673e-02, PNorm = 457.2110, GNorm = 0.8515, lr_0 = 9.9405e-04
Validation prc-auc = 0.038247
Epoch 8488
Loss = 7.6810e-03, PNorm = 457.2403, GNorm = 0.4677, lr_0 = 9.9405e-04
Validation prc-auc = 0.036544
Epoch 8489
Loss = 2.2926e-04, PNorm = 457.2737, GNorm = 0.0094, lr_0 = 9.9405e-04
Loss = 1.2266e-02, PNorm = 457.3013, GNorm = 0.4960, lr_0 = 9.9405e-04
Validation prc-auc = 0.035007
Epoch 8490
Loss = 5.0324e-02, PNorm = 457.3247, GNorm = 0.3415, lr_0 = 9.9405e-04
Validation prc-auc = 0.034221
Epoch 8491
Loss = 5.9102e-02, PNorm = 457.3681, GNorm = 0.0496, lr_0 = 9.9405e-04
Validation prc-auc = 0.031560
Epoch 8492
Loss = 2.7160e-02, PNorm = 457.4137, GNorm = 0.3892, lr_0 = 9.9405e-04
Validation prc-auc = 0.033952
Epoch 8493
Loss = 5.4515e-02, PNorm = 457.4394, GNorm = 0.1528, lr_0 = 9.9405e-04
Validation prc-auc = 0.042120
Epoch 8494
Loss = 2.5187e-02, PNorm = 457.4702, GNorm = 1.1646, lr_0 = 9.9404e-04
Validation prc-auc = 0.039181
Epoch 8495
Loss = 3.5260e-02, PNorm = 457.5145, GNorm = 0.0106, lr_0 = 9.9404e-04
Validation prc-auc = 0.038983
Epoch 8496
Loss = 1.7427e-02, PNorm = 457.5448, GNorm = 1.3822, lr_0 = 9.9404e-04
Validation prc-auc = 0.031715
Epoch 8497
Loss = 1.0152e-02, PNorm = 457.5655, GNorm = 0.6653, lr_0 = 9.9404e-04
Validation prc-auc = 0.039903
Epoch 8498
Loss = 1.0996e-02, PNorm = 457.5863, GNorm = 0.2836, lr_0 = 9.9404e-04
Validation prc-auc = 0.041861
Epoch 8499
Loss = 1.0303e-01, PNorm = 457.5982, GNorm = 2.5469, lr_0 = 9.9404e-04
Loss = 2.4460e-02, PNorm = 457.6139, GNorm = 0.1784, lr_0 = 9.9404e-04
Validation prc-auc = 0.041776
Epoch 8500
Loss = 3.7130e-02, PNorm = 457.6310, GNorm = 0.7481, lr_0 = 9.9404e-04
Validation prc-auc = 0.038597
Epoch 8501
Loss = 3.4584e-02, PNorm = 457.6505, GNorm = 1.9754, lr_0 = 9.9404e-04
Validation prc-auc = 0.037325
Epoch 8502
Loss = 2.9998e-02, PNorm = 457.6715, GNorm = 0.2400, lr_0 = 9.9404e-04
Validation prc-auc = 0.039129
Epoch 8503
Loss = 1.3694e-02, PNorm = 457.6908, GNorm = 1.0623, lr_0 = 9.9404e-04
Validation prc-auc = 0.033872
Epoch 8504
Loss = 2.5551e-02, PNorm = 457.7057, GNorm = 0.6889, lr_0 = 9.9404e-04
Validation prc-auc = 0.036303
Epoch 8505
Loss = 2.1290e-02, PNorm = 457.7225, GNorm = 1.7743, lr_0 = 9.9404e-04
Validation prc-auc = 0.030892
Epoch 8506
Loss = 2.3492e-02, PNorm = 457.7527, GNorm = 1.0612, lr_0 = 9.9404e-04
Validation prc-auc = 0.029280
Epoch 8507
Loss = 1.0303e-02, PNorm = 457.7723, GNorm = 0.1760, lr_0 = 9.9404e-04
Validation prc-auc = 0.028268
Epoch 8508
Loss = 2.1338e-03, PNorm = 457.7931, GNorm = 0.0792, lr_0 = 9.9403e-04
Validation prc-auc = 0.028187
Epoch 8509
Loss = 3.9490e-03, PNorm = 457.8113, GNorm = 0.2207, lr_0 = 9.9403e-04
Loss = 1.2295e-02, PNorm = 457.8261, GNorm = 0.1165, lr_0 = 9.9403e-04
Validation prc-auc = 0.029859
Epoch 8510
Loss = 4.5316e-02, PNorm = 457.8503, GNorm = 1.5570, lr_0 = 9.9403e-04
Validation prc-auc = 0.033515
Epoch 8511
Loss = 2.9802e-02, PNorm = 457.8806, GNorm = 2.0029, lr_0 = 9.9403e-04
Validation prc-auc = 0.029989
Epoch 8512
Loss = 2.2984e-02, PNorm = 457.9061, GNorm = 0.9597, lr_0 = 9.9403e-04
Validation prc-auc = 0.027113
Epoch 8513
Loss = 9.7002e-02, PNorm = 457.9342, GNorm = 0.4502, lr_0 = 9.9403e-04
Validation prc-auc = 0.027092
Epoch 8514
Loss = 6.7181e-02, PNorm = 457.9658, GNorm = 2.1334, lr_0 = 9.9403e-04
Validation prc-auc = 0.024350
Epoch 8515
Loss = 6.3533e-02, PNorm = 457.9932, GNorm = 0.4966, lr_0 = 9.9403e-04
Validation prc-auc = 0.024779
Epoch 8516
Loss = 4.4105e-02, PNorm = 458.0193, GNorm = 1.5687, lr_0 = 9.9403e-04
Validation prc-auc = 0.026950
Epoch 8517
Loss = 3.0937e-03, PNorm = 458.0434, GNorm = 0.1388, lr_0 = 9.9403e-04
Validation prc-auc = 0.027606
Epoch 8518
Loss = 7.2787e-02, PNorm = 458.0684, GNorm = 0.1359, lr_0 = 9.9403e-04
Validation prc-auc = 0.032364
Epoch 8519
Loss = 6.1369e-03, PNorm = 458.0989, GNorm = 0.2288, lr_0 = 9.9403e-04
Loss = 1.3774e-02, PNorm = 458.1255, GNorm = 0.1104, lr_0 = 9.9403e-04
Validation prc-auc = 0.029715
Epoch 8520
Loss = 4.1292e-02, PNorm = 458.1547, GNorm = 0.0419, lr_0 = 9.9403e-04
Validation prc-auc = 0.026433
Epoch 8521
Loss = 6.5489e-02, PNorm = 458.1856, GNorm = 0.3003, lr_0 = 9.9402e-04
Validation prc-auc = 0.027147
Epoch 8522
Loss = 1.6001e-02, PNorm = 458.2134, GNorm = 0.1855, lr_0 = 9.9402e-04
Validation prc-auc = 0.027333
Epoch 8523
Loss = 2.5868e-02, PNorm = 458.2302, GNorm = 0.7506, lr_0 = 9.9402e-04
Validation prc-auc = 0.026651
Epoch 8524
Loss = 5.7901e-02, PNorm = 458.2475, GNorm = 1.0216, lr_0 = 9.9402e-04
Validation prc-auc = 0.028415
Epoch 8525
Loss = 2.2989e-02, PNorm = 458.2889, GNorm = 0.2866, lr_0 = 9.9402e-04
Validation prc-auc = 0.028410
Epoch 8526
Loss = 2.8722e-02, PNorm = 458.3204, GNorm = 1.8307, lr_0 = 9.9402e-04
Validation prc-auc = 0.030019
Epoch 8527
Loss = 1.8175e-02, PNorm = 458.3374, GNorm = 1.4903, lr_0 = 9.9402e-04
Validation prc-auc = 0.033799
Epoch 8528
Loss = 5.7641e-03, PNorm = 458.3610, GNorm = 0.3509, lr_0 = 9.9402e-04
Validation prc-auc = 0.035376
Epoch 8529
Loss = 1.3384e-02, PNorm = 458.3990, GNorm = 0.8339, lr_0 = 9.9402e-04
Loss = 4.8266e-02, PNorm = 458.4345, GNorm = 1.8573, lr_0 = 9.9402e-04
Validation prc-auc = 0.029365
Epoch 8530
Loss = 4.4246e-02, PNorm = 458.4611, GNorm = 0.0605, lr_0 = 9.9402e-04
Validation prc-auc = 0.028162
Epoch 8531
Loss = 2.6866e-02, PNorm = 458.4807, GNorm = 2.1692, lr_0 = 9.9402e-04
Validation prc-auc = 0.029094
Epoch 8532
Loss = 1.6170e-02, PNorm = 458.5099, GNorm = 0.4732, lr_0 = 9.9402e-04
Validation prc-auc = 0.028378
Epoch 8533
Loss = 4.8140e-02, PNorm = 458.5309, GNorm = 2.4584, lr_0 = 9.9402e-04
Validation prc-auc = 0.028864
Epoch 8534
Loss = 2.8883e-02, PNorm = 458.5546, GNorm = 0.8702, lr_0 = 9.9401e-04
Validation prc-auc = 0.024358
Epoch 8535
Loss = 3.3650e-02, PNorm = 458.5787, GNorm = 1.1353, lr_0 = 9.9401e-04
Validation prc-auc = 0.020707
Epoch 8536
Loss = 6.7016e-02, PNorm = 458.6012, GNorm = 1.3643, lr_0 = 9.9401e-04
Validation prc-auc = 0.020564
Epoch 8537
Loss = 1.1680e-01, PNorm = 458.6292, GNorm = 0.4731, lr_0 = 9.9401e-04
Validation prc-auc = 0.021797
Epoch 8538
Loss = 9.6188e-02, PNorm = 458.6655, GNorm = 1.7043, lr_0 = 9.9401e-04
Validation prc-auc = 0.024583
Epoch 8539
Loss = 4.3382e-03, PNorm = 458.6982, GNorm = 0.2426, lr_0 = 9.9401e-04
Loss = 3.1278e-02, PNorm = 458.7294, GNorm = 1.3954, lr_0 = 9.9401e-04
Validation prc-auc = 0.026072
Epoch 8540
Loss = 1.1598e-02, PNorm = 458.7551, GNorm = 0.2410, lr_0 = 9.9401e-04
Validation prc-auc = 0.025801
Epoch 8541
Loss = 1.4098e-02, PNorm = 458.7746, GNorm = 0.3623, lr_0 = 9.9401e-04
Validation prc-auc = 0.028091
Epoch 8542
Loss = 4.2460e-02, PNorm = 458.7934, GNorm = 1.9928, lr_0 = 9.9401e-04
Validation prc-auc = 0.040128
Epoch 8543
Loss = 3.0530e-02, PNorm = 458.8157, GNorm = 2.0295, lr_0 = 9.9401e-04
Validation prc-auc = 0.039962
Epoch 8544
Loss = 3.4658e-02, PNorm = 458.8390, GNorm = 1.6557, lr_0 = 9.9401e-04
Validation prc-auc = 0.038905
Epoch 8545
Loss = 1.1851e-01, PNorm = 458.8680, GNorm = 1.5253, lr_0 = 9.9401e-04
Validation prc-auc = 0.033050
Epoch 8546
Loss = 2.0001e-02, PNorm = 458.9037, GNorm = 0.8586, lr_0 = 9.9401e-04
Validation prc-auc = 0.031072
Epoch 8547
Loss = 5.3204e-03, PNorm = 458.9374, GNorm = 0.0584, lr_0 = 9.9401e-04
Validation prc-auc = 0.031335
Epoch 8548
Loss = 1.6211e-02, PNorm = 458.9626, GNorm = 1.2568, lr_0 = 9.9400e-04
Validation prc-auc = 0.033200
Epoch 8549
Loss = 1.2958e-01, PNorm = 458.9854, GNorm = 2.3864, lr_0 = 9.9400e-04
Loss = 5.6934e-02, PNorm = 459.0230, GNorm = 0.0964, lr_0 = 9.9400e-04
Validation prc-auc = 0.033189
Epoch 8550
Loss = 5.1787e-02, PNorm = 459.0573, GNorm = 0.2688, lr_0 = 9.9400e-04
Validation prc-auc = 0.028442
Epoch 8551
Loss = 3.8599e-02, PNorm = 459.0874, GNorm = 1.6625, lr_0 = 9.9400e-04
Validation prc-auc = 0.025257
Epoch 8552
Loss = 2.4030e-02, PNorm = 459.1104, GNorm = 0.7142, lr_0 = 9.9400e-04
Validation prc-auc = 0.026510
Epoch 8553
Loss = 2.8905e-02, PNorm = 459.1252, GNorm = 0.0790, lr_0 = 9.9400e-04
Validation prc-auc = 0.028864
Epoch 8554
Loss = 1.4946e-01, PNorm = 459.1506, GNorm = 0.3455, lr_0 = 9.9400e-04
Validation prc-auc = 0.033750
Epoch 8555
Loss = 1.5636e-02, PNorm = 459.1782, GNorm = 0.0587, lr_0 = 9.9400e-04
Validation prc-auc = 0.034858
Epoch 8556
Loss = 5.6495e-02, PNorm = 459.1959, GNorm = 2.5453, lr_0 = 9.9400e-04
Validation prc-auc = 0.033889
Epoch 8557
Loss = 1.1922e-02, PNorm = 459.2149, GNorm = 0.5662, lr_0 = 9.9400e-04
Validation prc-auc = 0.032818
Epoch 8558
Loss = 9.2686e-03, PNorm = 459.2358, GNorm = 0.0967, lr_0 = 9.9400e-04
Validation prc-auc = 0.031103
Epoch 8559
Loss = 1.4960e-03, PNorm = 459.2510, GNorm = 0.0624, lr_0 = 9.9400e-04
Loss = 1.7311e-02, PNorm = 459.2586, GNorm = 0.8865, lr_0 = 9.9400e-04
Validation prc-auc = 0.033313
Epoch 8560
Loss = 2.1017e-02, PNorm = 459.2720, GNorm = 0.1254, lr_0 = 9.9400e-04
Validation prc-auc = 0.033985
Epoch 8561
Loss = 1.6509e-02, PNorm = 459.2855, GNorm = 0.1194, lr_0 = 9.9399e-04
Validation prc-auc = 0.034088
Epoch 8562
Loss = 3.8536e-02, PNorm = 459.3036, GNorm = 0.8871, lr_0 = 9.9399e-04
Validation prc-auc = 0.033996
Epoch 8563
Loss = 8.3058e-03, PNorm = 459.3206, GNorm = 0.2152, lr_0 = 9.9399e-04
Validation prc-auc = 0.037776
Epoch 8564
Loss = 9.2025e-02, PNorm = 459.3329, GNorm = 3.2574, lr_0 = 9.9399e-04
Validation prc-auc = 0.043450
Epoch 8565
Loss = 6.9029e-02, PNorm = 459.3519, GNorm = 0.0910, lr_0 = 9.9399e-04
Validation prc-auc = 0.032289
Epoch 8566
Loss = 1.3218e-02, PNorm = 459.3766, GNorm = 0.1162, lr_0 = 9.9399e-04
Validation prc-auc = 0.045504
Epoch 8567
Loss = 1.1775e-02, PNorm = 459.4000, GNorm = 0.1848, lr_0 = 9.9399e-04
Validation prc-auc = 0.035921
Epoch 8568
Loss = 1.3130e-02, PNorm = 459.4197, GNorm = 0.7729, lr_0 = 9.9399e-04
Validation prc-auc = 0.028201
Epoch 8569
Loss = 2.5481e-03, PNorm = 459.4382, GNorm = 0.0888, lr_0 = 9.9399e-04
Loss = 3.9293e-02, PNorm = 459.4582, GNorm = 0.1342, lr_0 = 9.9399e-04
Validation prc-auc = 0.031765
Epoch 8570
Loss = 2.6090e-02, PNorm = 459.4856, GNorm = 0.1885, lr_0 = 9.9399e-04
Validation prc-auc = 0.044136
Epoch 8571
Loss = 4.1650e-02, PNorm = 459.5061, GNorm = 2.4124, lr_0 = 9.9399e-04
Validation prc-auc = 0.037462
Epoch 8572
Loss = 5.3083e-02, PNorm = 459.5329, GNorm = 2.5378, lr_0 = 9.9399e-04
Validation prc-auc = 0.035396
Epoch 8573
Loss = 2.9742e-02, PNorm = 459.5626, GNorm = 0.2902, lr_0 = 9.9399e-04
Validation prc-auc = 0.041735
Epoch 8574
Loss = 1.1538e-02, PNorm = 459.5877, GNorm = 0.2885, lr_0 = 9.9398e-04
Validation prc-auc = 0.040591
Epoch 8575
Loss = 3.0932e-02, PNorm = 459.6090, GNorm = 0.2990, lr_0 = 9.9398e-04
Validation prc-auc = 0.043966
Epoch 8576
Loss = 9.5718e-03, PNorm = 459.6340, GNorm = 0.1353, lr_0 = 9.9398e-04
Validation prc-auc = 0.042277
Epoch 8577
Loss = 2.3198e-02, PNorm = 459.6551, GNorm = 0.3448, lr_0 = 9.9398e-04
Validation prc-auc = 0.037279
Epoch 8578
Loss = 2.1301e-03, PNorm = 459.6704, GNorm = 0.0902, lr_0 = 9.9398e-04
Validation prc-auc = 0.038603
Epoch 8579
Loss = 1.0444e-01, PNorm = 459.6901, GNorm = 1.4883, lr_0 = 9.9398e-04
Loss = 2.3793e-02, PNorm = 459.7143, GNorm = 0.9429, lr_0 = 9.9398e-04
Validation prc-auc = 0.036914
Epoch 8580
Loss = 3.5715e-02, PNorm = 459.7418, GNorm = 0.5724, lr_0 = 9.9398e-04
Validation prc-auc = 0.041226
Epoch 8581
Loss = 3.0668e-02, PNorm = 459.7696, GNorm = 1.3399, lr_0 = 9.9398e-04
Validation prc-auc = 0.041193
Epoch 8582
Loss = 2.1036e-02, PNorm = 459.7950, GNorm = 0.3539, lr_0 = 9.9398e-04
Validation prc-auc = 0.033858
Epoch 8583
Loss = 7.3673e-02, PNorm = 459.8229, GNorm = 1.3354, lr_0 = 9.9398e-04
Validation prc-auc = 0.033086
Epoch 8584
Loss = 4.2024e-02, PNorm = 459.8542, GNorm = 2.2622, lr_0 = 9.9398e-04
Validation prc-auc = 0.033338
Epoch 8585
Loss = 6.1772e-03, PNorm = 459.8828, GNorm = 0.2233, lr_0 = 9.9398e-04
Validation prc-auc = 0.034323
Epoch 8586
Loss = 1.9738e-02, PNorm = 459.8981, GNorm = 1.9534, lr_0 = 9.9398e-04
Validation prc-auc = 0.033694
Epoch 8587
Loss = 5.1254e-02, PNorm = 459.9197, GNorm = 1.7796, lr_0 = 9.9398e-04
Validation prc-auc = 0.041478
Epoch 8588
Loss = 3.0408e-02, PNorm = 459.9419, GNorm = 0.0548, lr_0 = 9.9397e-04
Validation prc-auc = 0.044697
Epoch 8589
Loss = 3.9313e-04, PNorm = 459.9672, GNorm = 0.0173, lr_0 = 9.9397e-04
Loss = 5.4101e-02, PNorm = 459.9985, GNorm = 1.5665, lr_0 = 9.9397e-04
Validation prc-auc = 0.046217
Epoch 8590
Loss = 1.7757e-02, PNorm = 460.0280, GNorm = 0.6166, lr_0 = 9.9397e-04
Validation prc-auc = 0.040685
Epoch 8591
Loss = 1.8584e-02, PNorm = 460.0560, GNorm = 0.6997, lr_0 = 9.9397e-04
Validation prc-auc = 0.047272
Epoch 8592
Loss = 8.0093e-02, PNorm = 460.0757, GNorm = 0.0420, lr_0 = 9.9397e-04
Validation prc-auc = 0.050178
Epoch 8593
Loss = 4.5428e-02, PNorm = 460.0969, GNorm = 0.7411, lr_0 = 9.9397e-04
Validation prc-auc = 0.050209
Epoch 8594
Loss = 3.5159e-02, PNorm = 460.1226, GNorm = 0.0681, lr_0 = 9.9397e-04
Validation prc-auc = 0.052757
Epoch 8595
Loss = 1.8944e-02, PNorm = 460.1459, GNorm = 0.1305, lr_0 = 9.9397e-04
Validation prc-auc = 0.049497
Epoch 8596
Loss = 1.8703e-02, PNorm = 460.1637, GNorm = 0.2985, lr_0 = 9.9397e-04
Validation prc-auc = 0.045561
Epoch 8597
Loss = 1.5456e-02, PNorm = 460.1926, GNorm = 0.0513, lr_0 = 9.9397e-04
Validation prc-auc = 0.045830
Epoch 8598
Loss = 1.4457e-02, PNorm = 460.2188, GNorm = 1.0457, lr_0 = 9.9397e-04
Validation prc-auc = 0.050910
Epoch 8599
Loss = 1.6990e-02, PNorm = 460.2402, GNorm = 0.9862, lr_0 = 9.9397e-04
Loss = 2.3528e-02, PNorm = 460.2580, GNorm = 0.7443, lr_0 = 9.9397e-04
Validation prc-auc = 0.051350
Epoch 8600
Loss = 4.0326e-02, PNorm = 460.2713, GNorm = 3.0237, lr_0 = 9.9396e-04
Validation prc-auc = 0.052152
Epoch 8601
Loss = 2.5501e-02, PNorm = 460.2903, GNorm = 0.8260, lr_0 = 9.9396e-04
Validation prc-auc = 0.052671
Epoch 8602
Loss = 3.1152e-02, PNorm = 460.3063, GNorm = 1.3311, lr_0 = 9.9396e-04
Validation prc-auc = 0.052992
Epoch 8603
Loss = 1.3489e-02, PNorm = 460.3132, GNorm = 2.3655, lr_0 = 9.9396e-04
Validation prc-auc = 0.055126
Epoch 8604
Loss = 4.9746e-02, PNorm = 460.3262, GNorm = 0.1086, lr_0 = 9.9396e-04
Validation prc-auc = 0.049890
Epoch 8605
Loss = 7.3600e-02, PNorm = 460.3560, GNorm = 0.5247, lr_0 = 9.9396e-04
Validation prc-auc = 0.046889
Epoch 8606
Loss = 3.4906e-02, PNorm = 460.3953, GNorm = 1.5345, lr_0 = 9.9396e-04
Validation prc-auc = 0.045353
Epoch 8607
Loss = 2.5249e-02, PNorm = 460.4254, GNorm = 1.5152, lr_0 = 9.9396e-04
Validation prc-auc = 0.039848
Epoch 8608
Loss = 4.9784e-02, PNorm = 460.4470, GNorm = 1.4109, lr_0 = 9.9396e-04
Validation prc-auc = 0.044950
Epoch 8609
Loss = 1.2712e-03, PNorm = 460.4721, GNorm = 0.0621, lr_0 = 9.9396e-04
Loss = 2.0404e-02, PNorm = 460.4891, GNorm = 0.7786, lr_0 = 9.9396e-04
Validation prc-auc = 0.047531
Epoch 8610
Loss = 2.3735e-02, PNorm = 460.5017, GNorm = 1.7116, lr_0 = 9.9396e-04
Validation prc-auc = 0.047229
Epoch 8611
Loss = 3.8074e-02, PNorm = 460.5198, GNorm = 0.0345, lr_0 = 9.9396e-04
Validation prc-auc = 0.045249
Epoch 8612
Loss = 5.6856e-02, PNorm = 460.5345, GNorm = 0.1450, lr_0 = 9.9396e-04
Validation prc-auc = 0.047353
Epoch 8613
Loss = 4.3212e-02, PNorm = 460.5589, GNorm = 2.2711, lr_0 = 9.9396e-04
Validation prc-auc = 0.049605
Epoch 8614
Loss = 2.1532e-02, PNorm = 460.5993, GNorm = 0.0306, lr_0 = 9.9395e-04
Validation prc-auc = 0.044629
Epoch 8615
Loss = 1.7971e-02, PNorm = 460.6335, GNorm = 0.0590, lr_0 = 9.9395e-04
Validation prc-auc = 0.043240
Epoch 8616
Loss = 2.2982e-02, PNorm = 460.6506, GNorm = 1.8418, lr_0 = 9.9395e-04
Validation prc-auc = 0.046126
Epoch 8617
Loss = 1.6387e-02, PNorm = 460.6589, GNorm = 0.4740, lr_0 = 9.9395e-04
Validation prc-auc = 0.048943
Epoch 8618
Loss = 2.7206e-03, PNorm = 460.6712, GNorm = 0.0734, lr_0 = 9.9395e-04
Validation prc-auc = 0.049212
Epoch 8619
Loss = 1.4275e-02, PNorm = 460.6892, GNorm = 0.7217, lr_0 = 9.9395e-04
Loss = 2.5166e-02, PNorm = 460.7232, GNorm = 0.4352, lr_0 = 9.9395e-04
Validation prc-auc = 0.044257
Epoch 8620
Loss = 1.4874e-02, PNorm = 460.7470, GNorm = 1.6374, lr_0 = 9.9395e-04
Validation prc-auc = 0.043180
Epoch 8621
Loss = 4.2777e-02, PNorm = 460.7645, GNorm = 0.1022, lr_0 = 9.9395e-04
Validation prc-auc = 0.044104
Epoch 8622
Loss = 3.9951e-02, PNorm = 460.7828, GNorm = 1.9972, lr_0 = 9.9395e-04
Validation prc-auc = 0.041904
Epoch 8623
Loss = 1.9613e-02, PNorm = 460.8084, GNorm = 1.4926, lr_0 = 9.9395e-04
Validation prc-auc = 0.032197
Epoch 8624
Loss = 3.3625e-02, PNorm = 460.8286, GNorm = 0.0601, lr_0 = 9.9395e-04
Validation prc-auc = 0.037653
Epoch 8625
Loss = 4.5507e-02, PNorm = 460.8585, GNorm = 0.4045, lr_0 = 9.9395e-04
Validation prc-auc = 0.042982
Epoch 8626
Loss = 1.4377e-02, PNorm = 460.8872, GNorm = 0.0660, lr_0 = 9.9395e-04
Validation prc-auc = 0.039408
Epoch 8627
Loss = 3.0106e-02, PNorm = 460.9084, GNorm = 0.8346, lr_0 = 9.9395e-04
Validation prc-auc = 0.046234
Epoch 8628
Loss = 6.5834e-03, PNorm = 460.9346, GNorm = 0.2169, lr_0 = 9.9394e-04
Validation prc-auc = 0.049200
Epoch 8629
Loss = 2.9462e-03, PNorm = 460.9546, GNorm = 0.1325, lr_0 = 9.9394e-04
Loss = 3.1462e-02, PNorm = 460.9726, GNorm = 0.9019, lr_0 = 9.9394e-04
Validation prc-auc = 0.050107
Epoch 8630
Loss = 5.0863e-02, PNorm = 460.9866, GNorm = 1.0841, lr_0 = 9.9394e-04
Validation prc-auc = 0.047622
Epoch 8631
Loss = 3.1798e-02, PNorm = 461.0117, GNorm = 0.4634, lr_0 = 9.9394e-04
Validation prc-auc = 0.051485
Epoch 8632
Loss = 1.0142e-02, PNorm = 461.0337, GNorm = 1.1746, lr_0 = 9.9394e-04
Validation prc-auc = 0.050129
Epoch 8633
Loss = 3.1302e-02, PNorm = 461.0609, GNorm = 0.0298, lr_0 = 9.9394e-04
Validation prc-auc = 0.050604
Epoch 8634
Loss = 4.0786e-02, PNorm = 461.0793, GNorm = 0.3721, lr_0 = 9.9394e-04
Validation prc-auc = 0.048437
Epoch 8635
Loss = 3.3721e-02, PNorm = 461.0913, GNorm = 2.2760, lr_0 = 9.9394e-04
Validation prc-auc = 0.045814
Epoch 8636
Loss = 1.4906e-02, PNorm = 461.1201, GNorm = 0.0678, lr_0 = 9.9394e-04
Validation prc-auc = 0.047563
Epoch 8637
Loss = 4.1758e-02, PNorm = 461.1494, GNorm = 0.5008, lr_0 = 9.9394e-04
Validation prc-auc = 0.051118
Epoch 8638
Loss = 5.1984e-03, PNorm = 461.1703, GNorm = 0.2120, lr_0 = 9.9394e-04
Validation prc-auc = 0.049470
Epoch 8639
Loss = 1.3231e-02, PNorm = 461.1946, GNorm = 0.3874, lr_0 = 9.9394e-04
Loss = 6.2102e-02, PNorm = 461.2072, GNorm = 0.0889, lr_0 = 9.9394e-04
Validation prc-auc = 0.051615
Epoch 8640
Loss = 4.5124e-02, PNorm = 461.2235, GNorm = 3.6634, lr_0 = 9.9393e-04
Validation prc-auc = 0.055727
Epoch 8641
Loss = 6.1369e-02, PNorm = 461.2524, GNorm = 1.3509, lr_0 = 9.9393e-04
Validation prc-auc = 0.036256
Epoch 8642
Loss = 2.5037e-02, PNorm = 461.2899, GNorm = 0.0552, lr_0 = 9.9393e-04
Validation prc-auc = 0.040878
Epoch 8643
Loss = 2.3687e-02, PNorm = 461.3213, GNorm = 0.9538, lr_0 = 9.9393e-04
Validation prc-auc = 0.033425
Epoch 8644
Loss = 1.3830e-02, PNorm = 461.3439, GNorm = 0.1354, lr_0 = 9.9393e-04
Validation prc-auc = 0.025598
Epoch 8645
Loss = 1.0854e-02, PNorm = 461.3575, GNorm = 0.8264, lr_0 = 9.9393e-04
Validation prc-auc = 0.033966
Epoch 8646
Loss = 8.6281e-03, PNorm = 461.3707, GNorm = 0.6582, lr_0 = 9.9393e-04
Validation prc-auc = 0.038477
Epoch 8647
Loss = 1.9654e-02, PNorm = 461.3834, GNorm = 0.6842, lr_0 = 9.9393e-04
Validation prc-auc = 0.045374
Epoch 8648
Loss = 6.4950e-03, PNorm = 461.3970, GNorm = 1.0339, lr_0 = 9.9393e-04
Validation prc-auc = 0.044879
Epoch 8649
Loss = 3.3097e-03, PNorm = 461.4108, GNorm = 0.1278, lr_0 = 9.9393e-04
Loss = 2.4278e-02, PNorm = 461.4345, GNorm = 0.1328, lr_0 = 9.9393e-04
Validation prc-auc = 0.036354
Epoch 8650
Loss = 1.7916e-02, PNorm = 461.4485, GNorm = 2.1306, lr_0 = 9.9393e-04
Validation prc-auc = 0.036468
Epoch 8651
Loss = 8.9208e-03, PNorm = 461.4635, GNorm = 0.0820, lr_0 = 9.9393e-04
Validation prc-auc = 0.037703
Epoch 8652
Loss = 3.4114e-02, PNorm = 461.4765, GNorm = 0.2660, lr_0 = 9.9393e-04
Validation prc-auc = 0.038408
Epoch 8653
Loss = 1.3066e-02, PNorm = 461.4925, GNorm = 0.1326, lr_0 = 9.9393e-04
Validation prc-auc = 0.040237
Epoch 8654
Loss = 2.3158e-02, PNorm = 461.5126, GNorm = 1.1688, lr_0 = 9.9392e-04
Validation prc-auc = 0.041545
Epoch 8655
Loss = 3.1776e-02, PNorm = 461.5390, GNorm = 0.1415, lr_0 = 9.9392e-04
Validation prc-auc = 0.044608
Epoch 8656
Loss = 2.6931e-02, PNorm = 461.5714, GNorm = 1.9878, lr_0 = 9.9392e-04
Validation prc-auc = 0.044334
Epoch 8657
Loss = 8.0787e-03, PNorm = 461.6036, GNorm = 0.7785, lr_0 = 9.9392e-04
Validation prc-auc = 0.041264
Epoch 8658
Loss = 5.7912e-02, PNorm = 461.6222, GNorm = 1.3032, lr_0 = 9.9392e-04
Validation prc-auc = 0.036553
Epoch 8659
Loss = 6.6304e-02, PNorm = 461.6348, GNorm = 3.1422, lr_0 = 9.9392e-04
Loss = 1.9440e-02, PNorm = 461.6613, GNorm = 0.1219, lr_0 = 9.9392e-04
Validation prc-auc = 0.035731
Epoch 8660
Loss = 2.7645e-02, PNorm = 461.6898, GNorm = 0.1024, lr_0 = 9.9392e-04
Validation prc-auc = 0.043123
Epoch 8661
Loss = 2.0391e-02, PNorm = 461.7155, GNorm = 0.1245, lr_0 = 9.9392e-04
Validation prc-auc = 0.041656
Epoch 8662
Loss = 1.1720e-01, PNorm = 461.7445, GNorm = 0.0230, lr_0 = 9.9392e-04
Validation prc-auc = 0.043588
Epoch 8663
Loss = 1.5420e-02, PNorm = 461.7765, GNorm = 0.1907, lr_0 = 9.9392e-04
Validation prc-auc = 0.045609
Epoch 8664
Loss = 1.9937e-02, PNorm = 461.8025, GNorm = 0.1358, lr_0 = 9.9392e-04
Validation prc-auc = 0.051668
Epoch 8665
Loss = 2.5756e-02, PNorm = 461.8224, GNorm = 1.3736, lr_0 = 9.9392e-04
Validation prc-auc = 0.050298
Epoch 8666
Loss = 8.5120e-03, PNorm = 461.8441, GNorm = 0.3500, lr_0 = 9.9392e-04
Validation prc-auc = 0.050758
Epoch 8667
Loss = 1.4297e-02, PNorm = 461.8678, GNorm = 0.1969, lr_0 = 9.9391e-04
Validation prc-auc = 0.047414
Epoch 8668
Loss = 2.2445e-02, PNorm = 461.8858, GNorm = 0.0924, lr_0 = 9.9391e-04
Validation prc-auc = 0.042541
Epoch 8669
Loss = 7.1702e-03, PNorm = 461.9003, GNorm = 0.3314, lr_0 = 9.9391e-04
Loss = 2.3146e-02, PNorm = 461.9164, GNorm = 0.3426, lr_0 = 9.9391e-04
Validation prc-auc = 0.043716
Epoch 8670
Loss = 2.9535e-02, PNorm = 461.9291, GNorm = 1.0772, lr_0 = 9.9391e-04
Validation prc-auc = 0.038171
Epoch 8671
Loss = 1.1099e-02, PNorm = 461.9440, GNorm = 0.4828, lr_0 = 9.9391e-04
Validation prc-auc = 0.046241
Epoch 8672
Loss = 4.5422e-02, PNorm = 461.9647, GNorm = 1.4839, lr_0 = 9.9391e-04
Validation prc-auc = 0.057718
Epoch 8673
Loss = 2.2676e-02, PNorm = 461.9877, GNorm = 0.4612, lr_0 = 9.9391e-04
Validation prc-auc = 0.056272
Epoch 8674
Loss = 4.4656e-02, PNorm = 462.0057, GNorm = 0.2832, lr_0 = 9.9391e-04
Validation prc-auc = 0.057023
Epoch 8675
Loss = 1.4965e-02, PNorm = 462.0199, GNorm = 0.1386, lr_0 = 9.9391e-04
Validation prc-auc = 0.054898
Epoch 8676
Loss = 1.1753e-02, PNorm = 462.0378, GNorm = 0.3191, lr_0 = 9.9391e-04
Validation prc-auc = 0.057098
Epoch 8677
Loss = 9.4462e-02, PNorm = 462.0535, GNorm = 2.8713, lr_0 = 9.9391e-04
Validation prc-auc = 0.055814
Epoch 8678
Loss = 1.7597e-02, PNorm = 462.0725, GNorm = 0.0358, lr_0 = 9.9391e-04
Validation prc-auc = 0.057853
Epoch 8679
Loss = 7.1075e-03, PNorm = 462.0925, GNorm = 0.6007, lr_0 = 9.9391e-04
Loss = 2.9897e-02, PNorm = 462.1179, GNorm = 1.2429, lr_0 = 9.9391e-04
Validation prc-auc = 0.061517
Epoch 8680
Loss = 6.5611e-02, PNorm = 462.1474, GNorm = 2.8012, lr_0 = 9.9390e-04
Validation prc-auc = 0.056028
Epoch 8681
Loss = 3.6889e-02, PNorm = 462.1819, GNorm = 1.2502, lr_0 = 9.9390e-04
Validation prc-auc = 0.054723
Epoch 8682
Loss = 1.8409e-02, PNorm = 462.2093, GNorm = 0.0479, lr_0 = 9.9390e-04
Validation prc-auc = 0.055146
Epoch 8683
Loss = 2.5696e-02, PNorm = 462.2345, GNorm = 1.3673, lr_0 = 9.9390e-04
Validation prc-auc = 0.052225
Epoch 8684
Loss = 3.5403e-02, PNorm = 462.2535, GNorm = 0.2784, lr_0 = 9.9390e-04
Validation prc-auc = 0.042287
Epoch 8685
Loss = 4.1951e-02, PNorm = 462.2754, GNorm = 1.4313, lr_0 = 9.9390e-04
Validation prc-auc = 0.040925
Epoch 8686
Loss = 7.5620e-02, PNorm = 462.3029, GNorm = 0.0509, lr_0 = 9.9390e-04
Validation prc-auc = 0.046168
Epoch 8687
Loss = 2.5431e-02, PNorm = 462.3349, GNorm = 2.0226, lr_0 = 9.9390e-04
Validation prc-auc = 0.049022
Epoch 8688
Loss = 5.2086e-02, PNorm = 462.3698, GNorm = 0.9066, lr_0 = 9.9390e-04
Validation prc-auc = 0.053860
Epoch 8689
Loss = 4.2541e-02, PNorm = 462.3944, GNorm = 1.5225, lr_0 = 9.9390e-04
Loss = 3.3754e-02, PNorm = 462.4137, GNorm = 1.7373, lr_0 = 9.9390e-04
Validation prc-auc = 0.055381
Epoch 8690
Loss = 1.0074e-02, PNorm = 462.4264, GNorm = 0.0296, lr_0 = 9.9390e-04
Validation prc-auc = 0.053507
Epoch 8691
Loss = 2.1443e-02, PNorm = 462.4406, GNorm = 0.0681, lr_0 = 9.9390e-04
Validation prc-auc = 0.055843
Epoch 8692
Loss = 7.8427e-03, PNorm = 462.4519, GNorm = 0.1605, lr_0 = 9.9390e-04
Validation prc-auc = 0.058337
Epoch 8693
Loss = 6.8004e-03, PNorm = 462.4659, GNorm = 0.1851, lr_0 = 9.9390e-04
Validation prc-auc = 0.060670
Epoch 8694
Loss = 4.3157e-02, PNorm = 462.4854, GNorm = 0.0861, lr_0 = 9.9389e-04
Validation prc-auc = 0.058579
Epoch 8695
Loss = 7.0400e-03, PNorm = 462.5105, GNorm = 0.0582, lr_0 = 9.9389e-04
Validation prc-auc = 0.052916
Epoch 8696
Loss = 6.3796e-02, PNorm = 462.5369, GNorm = 0.2212, lr_0 = 9.9389e-04
Validation prc-auc = 0.047411
Epoch 8697
Loss = 3.6817e-02, PNorm = 462.5647, GNorm = 1.8307, lr_0 = 9.9389e-04
Validation prc-auc = 0.044255
Epoch 8698
Loss = 1.9137e-01, PNorm = 462.5884, GNorm = 3.4127, lr_0 = 9.9389e-04
Validation prc-auc = 0.045399
Epoch 8699
Loss = 1.0154e-01, PNorm = 462.6324, GNorm = 2.4862, lr_0 = 9.9389e-04
Loss = 3.6404e-02, PNorm = 462.6793, GNorm = 1.3624, lr_0 = 9.9389e-04
Validation prc-auc = 0.047462
Epoch 8700
Loss = 5.7399e-02, PNorm = 462.7138, GNorm = 0.5843, lr_0 = 9.9389e-04
Validation prc-auc = 0.039242
Epoch 8701
Loss = 1.0858e-02, PNorm = 462.7415, GNorm = 0.6718, lr_0 = 9.9389e-04
Validation prc-auc = 0.037845
Epoch 8702
Loss = 3.6584e-02, PNorm = 462.7614, GNorm = 3.2810, lr_0 = 9.9389e-04
Validation prc-auc = 0.036421
Epoch 8703
Loss = 2.6835e-02, PNorm = 462.7882, GNorm = 0.4113, lr_0 = 9.9389e-04
Validation prc-auc = 0.040080
Epoch 8704
Loss = 2.2514e-02, PNorm = 462.8269, GNorm = 1.2259, lr_0 = 9.9389e-04
Validation prc-auc = 0.034342
Epoch 8705
Loss = 2.3086e-02, PNorm = 462.8596, GNorm = 1.8776, lr_0 = 9.9389e-04
Validation prc-auc = 0.034761
Epoch 8706
Loss = 1.1136e-02, PNorm = 462.8814, GNorm = 1.0015, lr_0 = 9.9389e-04
Validation prc-auc = 0.043209
Epoch 8707
Loss = 2.8623e-02, PNorm = 462.9016, GNorm = 1.5107, lr_0 = 9.9388e-04
Validation prc-auc = 0.048483
Epoch 8708
Loss = 1.5201e-02, PNorm = 462.9199, GNorm = 0.0308, lr_0 = 9.9388e-04
Validation prc-auc = 0.050193
Epoch 8709
Loss = 6.0386e-04, PNorm = 462.9346, GNorm = 0.0291, lr_0 = 9.9388e-04
Loss = 1.7561e-02, PNorm = 462.9475, GNorm = 0.2505, lr_0 = 9.9388e-04
Validation prc-auc = 0.040485
Epoch 8710
Loss = 1.3883e-02, PNorm = 462.9690, GNorm = 0.0357, lr_0 = 9.9388e-04
Validation prc-auc = 0.037563
Epoch 8711
Loss = 3.9988e-02, PNorm = 463.0025, GNorm = 0.3191, lr_0 = 9.9388e-04
Validation prc-auc = 0.035734
Epoch 8712
Loss = 3.3757e-02, PNorm = 463.0307, GNorm = 0.0123, lr_0 = 9.9388e-04
Validation prc-auc = 0.033630
Epoch 8713
Loss = 2.3305e-02, PNorm = 463.0466, GNorm = 2.2675, lr_0 = 9.9388e-04
Validation prc-auc = 0.032743
Epoch 8714
Loss = 3.0788e-02, PNorm = 463.0649, GNorm = 0.0324, lr_0 = 9.9388e-04
Validation prc-auc = 0.035847
Epoch 8715
Loss = 6.0734e-02, PNorm = 463.0823, GNorm = 0.9382, lr_0 = 9.9388e-04
Validation prc-auc = 0.039876
Epoch 8716
Loss = 9.1987e-03, PNorm = 463.1032, GNorm = 0.1386, lr_0 = 9.9388e-04
Validation prc-auc = 0.038801
Epoch 8717
Loss = 5.8263e-02, PNorm = 463.1241, GNorm = 3.7458, lr_0 = 9.9388e-04
Validation prc-auc = 0.041264
Epoch 8718
Loss = 3.9707e-02, PNorm = 463.1501, GNorm = 1.9491, lr_0 = 9.9388e-04
Validation prc-auc = 0.042934
Epoch 8719
Loss = 6.9533e-04, PNorm = 463.1739, GNorm = 0.0392, lr_0 = 9.9388e-04
Loss = 8.7091e-03, PNorm = 463.1943, GNorm = 0.0883, lr_0 = 9.9388e-04
Validation prc-auc = 0.049700
Epoch 8720
Loss = 3.4186e-02, PNorm = 463.2113, GNorm = 0.3844, lr_0 = 9.9387e-04
Validation prc-auc = 0.048680
Epoch 8721
Loss = 1.9025e-02, PNorm = 463.2336, GNorm = 0.7424, lr_0 = 9.9387e-04
Validation prc-auc = 0.041611
Epoch 8722
Loss = 2.6773e-02, PNorm = 463.2506, GNorm = 0.3053, lr_0 = 9.9387e-04
Validation prc-auc = 0.041282
Epoch 8723
Loss = 7.2154e-03, PNorm = 463.2643, GNorm = 0.3043, lr_0 = 9.9387e-04
Validation prc-auc = 0.041347
Epoch 8724
Loss = 6.9928e-03, PNorm = 463.2745, GNorm = 0.1053, lr_0 = 9.9387e-04
Validation prc-auc = 0.040634
Epoch 8725
Loss = 7.1340e-02, PNorm = 463.2904, GNorm = 2.2208, lr_0 = 9.9387e-04
Validation prc-auc = 0.035490
Epoch 8726
Loss = 2.6922e-02, PNorm = 463.3146, GNorm = 1.5794, lr_0 = 9.9387e-04
Validation prc-auc = 0.037925
Epoch 8727
Loss = 2.9079e-02, PNorm = 463.3364, GNorm = 0.3582, lr_0 = 9.9387e-04
Validation prc-auc = 0.036229
Epoch 8728
Loss = 1.7469e-03, PNorm = 463.3624, GNorm = 0.0552, lr_0 = 9.9387e-04
Validation prc-auc = 0.039411
Epoch 8729
Loss = 1.1001e-02, PNorm = 463.3812, GNorm = 0.6277, lr_0 = 9.9387e-04
Loss = 2.0714e-02, PNorm = 463.4015, GNorm = 0.3380, lr_0 = 9.9387e-04
Validation prc-auc = 0.039143
Epoch 8730
Loss = 3.6407e-02, PNorm = 463.4238, GNorm = 0.0744, lr_0 = 9.9387e-04
Validation prc-auc = 0.026797
Epoch 8731
Loss = 2.3553e-02, PNorm = 463.4538, GNorm = 0.3258, lr_0 = 9.9387e-04
Validation prc-auc = 0.021936
Epoch 8732
Loss = 2.1358e-02, PNorm = 463.4753, GNorm = 1.1341, lr_0 = 9.9387e-04
Validation prc-auc = 0.021892
Epoch 8733
Loss = 2.1629e-02, PNorm = 463.4889, GNorm = 0.1045, lr_0 = 9.9386e-04
Validation prc-auc = 0.024192
Epoch 8734
Loss = 2.5044e-02, PNorm = 463.5088, GNorm = 0.8680, lr_0 = 9.9386e-04
Validation prc-auc = 0.025396
Epoch 8735
Loss = 1.4974e-02, PNorm = 463.5312, GNorm = 0.0953, lr_0 = 9.9386e-04
Validation prc-auc = 0.025165
Epoch 8736
Loss = 6.6737e-03, PNorm = 463.5487, GNorm = 0.3541, lr_0 = 9.9386e-04
Validation prc-auc = 0.026298
Epoch 8737
Loss = 1.6202e-02, PNorm = 463.5630, GNorm = 1.3951, lr_0 = 9.9386e-04
Validation prc-auc = 0.027752
Epoch 8738
Loss = 5.5275e-03, PNorm = 463.5762, GNorm = 0.4054, lr_0 = 9.9386e-04
Validation prc-auc = 0.027770
Epoch 8739
Loss = 3.1785e-04, PNorm = 463.5937, GNorm = 0.0163, lr_0 = 9.9386e-04
Loss = 2.7304e-02, PNorm = 463.6116, GNorm = 1.3122, lr_0 = 9.9386e-04
Validation prc-auc = 0.026352
Epoch 8740
Loss = 1.7085e-02, PNorm = 463.6292, GNorm = 1.0254, lr_0 = 9.9386e-04
Validation prc-auc = 0.025463
Epoch 8741
Loss = 2.8072e-02, PNorm = 463.6508, GNorm = 2.4560, lr_0 = 9.9386e-04
Validation prc-auc = 0.024476
Epoch 8742
Loss = 3.9210e-02, PNorm = 463.6752, GNorm = 0.6454, lr_0 = 9.9386e-04
Validation prc-auc = 0.025229
Epoch 8743
Loss = 3.5562e-02, PNorm = 463.6996, GNorm = 0.5588, lr_0 = 9.9386e-04
Validation prc-auc = 0.027188
Epoch 8744
Loss = 2.1206e-02, PNorm = 463.7264, GNorm = 3.5426, lr_0 = 9.9386e-04
Validation prc-auc = 0.024454
Epoch 8745
Loss = 4.3089e-02, PNorm = 463.7592, GNorm = 2.1264, lr_0 = 9.9386e-04
Validation prc-auc = 0.024863
Epoch 8746
Loss = 2.6884e-02, PNorm = 463.7978, GNorm = 2.1608, lr_0 = 9.9386e-04
Validation prc-auc = 0.030361
Epoch 8747
Loss = 3.7508e-02, PNorm = 463.8281, GNorm = 0.8549, lr_0 = 9.9385e-04
Validation prc-auc = 0.028099
Epoch 8748
Loss = 9.0308e-03, PNorm = 463.8638, GNorm = 0.6872, lr_0 = 9.9385e-04
Validation prc-auc = 0.026291
Epoch 8749
Loss = 2.6327e-03, PNorm = 463.8985, GNorm = 0.2639, lr_0 = 9.9385e-04
Loss = 4.0948e-02, PNorm = 463.9286, GNorm = 0.3321, lr_0 = 9.9385e-04
Validation prc-auc = 0.028565
Epoch 8750
Loss = 8.6353e-03, PNorm = 463.9523, GNorm = 0.6620, lr_0 = 9.9385e-04
Validation prc-auc = 0.030244
Epoch 8751
Loss = 2.0861e-02, PNorm = 463.9805, GNorm = 1.1443, lr_0 = 9.9385e-04
Validation prc-auc = 0.030358
Epoch 8752
Loss = 4.0946e-02, PNorm = 464.0031, GNorm = 0.1374, lr_0 = 9.9385e-04
Validation prc-auc = 0.029654
Epoch 8753
Loss = 1.6277e-02, PNorm = 464.0248, GNorm = 0.0754, lr_0 = 9.9385e-04
Validation prc-auc = 0.027934
Epoch 8754
Loss = 3.4342e-02, PNorm = 464.0437, GNorm = 1.3844, lr_0 = 9.9385e-04
Validation prc-auc = 0.027743
Epoch 8755
Loss = 2.5590e-02, PNorm = 464.0676, GNorm = 0.2072, lr_0 = 9.9385e-04
Validation prc-auc = 0.029738
Epoch 8756
Loss = 7.4570e-02, PNorm = 464.0921, GNorm = 1.1067, lr_0 = 9.9385e-04
Validation prc-auc = 0.032671
Epoch 8757
Loss = 5.3433e-02, PNorm = 464.1288, GNorm = 2.0337, lr_0 = 9.9385e-04
Validation prc-auc = 0.034044
Epoch 8758
Loss = 2.4609e-02, PNorm = 464.1567, GNorm = 1.5138, lr_0 = 9.9385e-04
Validation prc-auc = 0.041520
Epoch 8759
Loss = 8.6842e-03, PNorm = 464.1905, GNorm = 0.5181, lr_0 = 9.9385e-04
Loss = 3.5233e-02, PNorm = 464.2201, GNorm = 2.6090, lr_0 = 9.9385e-04
Validation prc-auc = 0.051198
Epoch 8760
Loss = 6.2421e-02, PNorm = 464.2386, GNorm = 0.4083, lr_0 = 9.9384e-04
Validation prc-auc = 0.037847
Epoch 8761
Loss = 6.0177e-02, PNorm = 464.2631, GNorm = 1.1202, lr_0 = 9.9384e-04
Validation prc-auc = 0.035278
Epoch 8762
Loss = 2.9322e-02, PNorm = 464.3006, GNorm = 0.0760, lr_0 = 9.9384e-04
Validation prc-auc = 0.034783
Epoch 8763
Loss = 2.2318e-02, PNorm = 464.3313, GNorm = 0.1028, lr_0 = 9.9384e-04
Validation prc-auc = 0.035202
Epoch 8764
Loss = 2.1472e-02, PNorm = 464.3632, GNorm = 2.4270, lr_0 = 9.9384e-04
Validation prc-auc = 0.036423
Epoch 8765
Loss = 8.2646e-02, PNorm = 464.3896, GNorm = 0.5137, lr_0 = 9.9384e-04
Validation prc-auc = 0.039814
Epoch 8766
Loss = 7.5591e-02, PNorm = 464.4266, GNorm = 2.8168, lr_0 = 9.9384e-04
Validation prc-auc = 0.042092
Epoch 8767
Loss = 1.4116e-02, PNorm = 464.4688, GNorm = 0.3555, lr_0 = 9.9384e-04
Validation prc-auc = 0.045270
Epoch 8768
Loss = 3.5345e-02, PNorm = 464.4944, GNorm = 2.5480, lr_0 = 9.9384e-04
Validation prc-auc = 0.046129
Epoch 8769
Loss = 2.0858e-02, PNorm = 464.5247, GNorm = 0.7773, lr_0 = 9.9384e-04
Loss = 2.3099e-02, PNorm = 464.5737, GNorm = 2.0333, lr_0 = 9.9384e-04
Validation prc-auc = 0.037573
Epoch 8770
Loss = 5.9174e-02, PNorm = 464.6160, GNorm = 0.0561, lr_0 = 9.9384e-04
Validation prc-auc = 0.037477
Epoch 8771
Loss = 2.0755e-02, PNorm = 464.6518, GNorm = 2.1366, lr_0 = 9.9384e-04
Validation prc-auc = 0.040983
Epoch 8772
Loss = 1.3855e-02, PNorm = 464.6783, GNorm = 2.5586, lr_0 = 9.9384e-04
Validation prc-auc = 0.040856
Epoch 8773
Loss = 5.6673e-02, PNorm = 464.6938, GNorm = 0.2636, lr_0 = 9.9383e-04
Validation prc-auc = 0.033329
Epoch 8774
Loss = 1.6900e-01, PNorm = 464.7198, GNorm = 0.5842, lr_0 = 9.9383e-04
Validation prc-auc = 0.039956
Epoch 8775
Loss = 4.5792e-02, PNorm = 464.7656, GNorm = 3.2585, lr_0 = 9.9383e-04
Validation prc-auc = 0.032652
Epoch 8776
Loss = 1.3975e-02, PNorm = 464.8092, GNorm = 0.2654, lr_0 = 9.9383e-04
Validation prc-auc = 0.030875
Epoch 8777
Loss = 7.9402e-03, PNorm = 464.8349, GNorm = 0.8294, lr_0 = 9.9383e-04
Validation prc-auc = 0.032127
Epoch 8778
Loss = 1.0823e-02, PNorm = 464.8543, GNorm = 0.9477, lr_0 = 9.9383e-04
Validation prc-auc = 0.033619
Epoch 8779
Loss = 3.3994e-03, PNorm = 464.8783, GNorm = 0.1722, lr_0 = 9.9383e-04
Loss = 2.4879e-02, PNorm = 464.8966, GNorm = 0.8967, lr_0 = 9.9383e-04
Validation prc-auc = 0.033810
Epoch 8780
Loss = 1.4324e-02, PNorm = 464.9199, GNorm = 0.8198, lr_0 = 9.9383e-04
Validation prc-auc = 0.034639
Epoch 8781
Loss = 2.7648e-02, PNorm = 464.9456, GNorm = 0.2360, lr_0 = 9.9383e-04
Validation prc-auc = 0.038642
Epoch 8782
Loss = 4.8061e-02, PNorm = 464.9692, GNorm = 1.2238, lr_0 = 9.9383e-04
Validation prc-auc = 0.036390
Epoch 8783
Loss = 4.6777e-02, PNorm = 464.9993, GNorm = 1.5765, lr_0 = 9.9383e-04
Validation prc-auc = 0.042278
Epoch 8784
Loss = 2.6021e-02, PNorm = 465.0294, GNorm = 0.0688, lr_0 = 9.9383e-04
Validation prc-auc = 0.045767
Epoch 8785
Loss = 2.7204e-02, PNorm = 465.0559, GNorm = 1.8083, lr_0 = 9.9383e-04
Validation prc-auc = 0.043951
Epoch 8786
Loss = 2.1968e-02, PNorm = 465.0852, GNorm = 0.3992, lr_0 = 9.9383e-04
Validation prc-auc = 0.039376
Epoch 8787
Loss = 1.2140e-01, PNorm = 465.1140, GNorm = 1.9925, lr_0 = 9.9382e-04
Validation prc-auc = 0.042144
Epoch 8788
Loss = 5.4356e-02, PNorm = 465.1488, GNorm = 2.5432, lr_0 = 9.9382e-04
Validation prc-auc = 0.042154
Epoch 8789
Loss = 2.2887e-03, PNorm = 465.1856, GNorm = 0.1305, lr_0 = 9.9382e-04
Loss = 4.0291e-02, PNorm = 465.2175, GNorm = 1.7133, lr_0 = 9.9382e-04
Validation prc-auc = 0.034308
Epoch 8790
Loss = 1.2691e-02, PNorm = 465.2445, GNorm = 0.1995, lr_0 = 9.9382e-04
Validation prc-auc = 0.038478
Epoch 8791
Loss = 4.8645e-02, PNorm = 465.2660, GNorm = 1.5830, lr_0 = 9.9382e-04
Validation prc-auc = 0.034766
Epoch 8792
Loss = 3.3232e-02, PNorm = 465.2898, GNorm = 0.2241, lr_0 = 9.9382e-04
Validation prc-auc = 0.035679
Epoch 8793
Loss = 2.0240e-02, PNorm = 465.3362, GNorm = 0.3358, lr_0 = 9.9382e-04
Validation prc-auc = 0.047807
Epoch 8794
Loss = 3.9670e-02, PNorm = 465.3646, GNorm = 2.0123, lr_0 = 9.9382e-04
Validation prc-auc = 0.039263
Epoch 8795
Loss = 2.1195e-02, PNorm = 465.3833, GNorm = 0.4432, lr_0 = 9.9382e-04
Validation prc-auc = 0.034186
Epoch 8796
Loss = 6.3934e-03, PNorm = 465.4181, GNorm = 1.0074, lr_0 = 9.9382e-04
Validation prc-auc = 0.051472
Epoch 8797
Loss = 3.8668e-02, PNorm = 465.4625, GNorm = 1.0787, lr_0 = 9.9382e-04
Validation prc-auc = 0.047131
Epoch 8798
Loss = 2.0246e-03, PNorm = 465.4947, GNorm = 0.0445, lr_0 = 9.9382e-04
Validation prc-auc = 0.046877
Epoch 8799
Loss = 3.9622e-03, PNorm = 465.5206, GNorm = 0.1595, lr_0 = 9.9382e-04
Loss = 4.9694e-02, PNorm = 465.5438, GNorm = 0.0458, lr_0 = 9.9382e-04
Validation prc-auc = 0.044305
Epoch 8800
Loss = 9.6728e-02, PNorm = 465.5678, GNorm = 0.4797, lr_0 = 9.9381e-04
Validation prc-auc = 0.040406
Epoch 8801
Loss = 3.0078e-02, PNorm = 465.6003, GNorm = 0.5976, lr_0 = 9.9381e-04
Validation prc-auc = 0.042751
Epoch 8802
Loss = 3.0360e-02, PNorm = 465.6447, GNorm = 0.0552, lr_0 = 9.9381e-04
Validation prc-auc = 0.051906
Epoch 8803
Loss = 3.2410e-02, PNorm = 465.6757, GNorm = 1.9592, lr_0 = 9.9381e-04
Validation prc-auc = 0.042312
Epoch 8804
Loss = 4.2088e-02, PNorm = 465.7041, GNorm = 0.4398, lr_0 = 9.9381e-04
Validation prc-auc = 0.042306
Epoch 8805
Loss = 1.3704e-02, PNorm = 465.7577, GNorm = 0.7576, lr_0 = 9.9381e-04
Validation prc-auc = 0.043397
Epoch 8806
Loss = 4.4654e-02, PNorm = 465.7951, GNorm = 0.0238, lr_0 = 9.9381e-04
Validation prc-auc = 0.036431
Epoch 8807
Loss = 5.2283e-02, PNorm = 465.8209, GNorm = 1.2915, lr_0 = 9.9381e-04
Validation prc-auc = 0.034454
Epoch 8808
Loss = 7.7673e-03, PNorm = 465.8446, GNorm = 0.4965, lr_0 = 9.9381e-04
Validation prc-auc = 0.033785
Epoch 8809
Loss = 2.6135e-02, PNorm = 465.8765, GNorm = 1.5541, lr_0 = 9.9381e-04
Loss = 2.2159e-02, PNorm = 465.9076, GNorm = 0.0868, lr_0 = 9.9381e-04
Validation prc-auc = 0.039123
Epoch 8810
Loss = 2.3188e-02, PNorm = 465.9317, GNorm = 0.1535, lr_0 = 9.9381e-04
Validation prc-auc = 0.036564
Epoch 8811
Loss = 5.3027e-02, PNorm = 465.9518, GNorm = 1.3721, lr_0 = 9.9381e-04
Validation prc-auc = 0.041302
Epoch 8812
Loss = 2.5717e-02, PNorm = 465.9838, GNorm = 2.2202, lr_0 = 9.9381e-04
Validation prc-auc = 0.042861
Epoch 8813
Loss = 9.6934e-02, PNorm = 466.0107, GNorm = 0.1956, lr_0 = 9.9380e-04
Validation prc-auc = 0.032201
Epoch 8814
Loss = 2.4733e-02, PNorm = 466.0405, GNorm = 1.4642, lr_0 = 9.9380e-04
Validation prc-auc = 0.030526
Epoch 8815
Loss = 7.8713e-03, PNorm = 466.0717, GNorm = 1.0056, lr_0 = 9.9380e-04
Validation prc-auc = 0.028746
Epoch 8816
Loss = 8.3646e-02, PNorm = 466.0911, GNorm = 2.0201, lr_0 = 9.9380e-04
Validation prc-auc = 0.028936
Epoch 8817
Loss = 1.9067e-02, PNorm = 466.1115, GNorm = 0.6809, lr_0 = 9.9380e-04
Validation prc-auc = 0.029348
Epoch 8818
Loss = 3.2827e-03, PNorm = 466.1298, GNorm = 0.1490, lr_0 = 9.9380e-04
Validation prc-auc = 0.029987
Epoch 8819
Loss = 2.7530e-02, PNorm = 466.1448, GNorm = 1.2208, lr_0 = 9.9380e-04
Loss = 3.5863e-02, PNorm = 466.1812, GNorm = 1.3069, lr_0 = 9.9380e-04
Validation prc-auc = 0.028498
Epoch 8820
Loss = 1.1691e-02, PNorm = 466.2094, GNorm = 1.3967, lr_0 = 9.9380e-04
Validation prc-auc = 0.027064
Epoch 8821
Loss = 1.7085e-02, PNorm = 466.2247, GNorm = 0.5615, lr_0 = 9.9380e-04
Validation prc-auc = 0.027619
Epoch 8822
Loss = 1.2474e-02, PNorm = 466.2453, GNorm = 0.4885, lr_0 = 9.9380e-04
Validation prc-auc = 0.027766
Epoch 8823
Loss = 2.6490e-02, PNorm = 466.2636, GNorm = 0.8715, lr_0 = 9.9380e-04
Validation prc-auc = 0.025112
Epoch 8824
Loss = 2.3984e-02, PNorm = 466.2807, GNorm = 0.8276, lr_0 = 9.9380e-04
Validation prc-auc = 0.024316
Epoch 8825
Loss = 9.4540e-03, PNorm = 466.3071, GNorm = 0.1172, lr_0 = 9.9380e-04
Validation prc-auc = 0.023366
Epoch 8826
Loss = 1.3238e-01, PNorm = 466.3235, GNorm = 0.4583, lr_0 = 9.9380e-04
Validation prc-auc = 0.022459
Epoch 8827
Loss = 1.0693e-01, PNorm = 466.3512, GNorm = 0.5974, lr_0 = 9.9379e-04
Validation prc-auc = 0.021955
Epoch 8828
Loss = 3.8732e-02, PNorm = 466.3913, GNorm = 0.8595, lr_0 = 9.9379e-04
Validation prc-auc = 0.021950
Epoch 8829
Loss = 4.0817e-02, PNorm = 466.4229, GNorm = 1.4059, lr_0 = 9.9379e-04
Loss = 1.4796e-02, PNorm = 466.4553, GNorm = 3.2427, lr_0 = 9.9379e-04
Validation prc-auc = 0.023098
Epoch 8830
Loss = 3.2409e-02, PNorm = 466.4820, GNorm = 0.2692, lr_0 = 9.9379e-04
Validation prc-auc = 0.023161
Epoch 8831
Loss = 7.0242e-03, PNorm = 466.5019, GNorm = 0.0742, lr_0 = 9.9379e-04
Validation prc-auc = 0.024260
Epoch 8832
Loss = 2.3045e-02, PNorm = 466.5152, GNorm = 1.2572, lr_0 = 9.9379e-04
Validation prc-auc = 0.024922
Epoch 8833
Loss = 5.5852e-03, PNorm = 466.5370, GNorm = 0.0572, lr_0 = 9.9379e-04
Validation prc-auc = 0.025149
Epoch 8834
Loss = 1.1977e-01, PNorm = 466.5576, GNorm = 2.0792, lr_0 = 9.9379e-04
Validation prc-auc = 0.029016
Epoch 8835
Loss = 4.9822e-02, PNorm = 466.5825, GNorm = 1.9363, lr_0 = 9.9379e-04
Validation prc-auc = 0.029988
Epoch 8836
Loss = 7.1782e-03, PNorm = 466.6101, GNorm = 0.1764, lr_0 = 9.9379e-04
Validation prc-auc = 0.027756
Epoch 8837
Loss = 1.1143e-02, PNorm = 466.6371, GNorm = 1.0724, lr_0 = 9.9379e-04
Validation prc-auc = 0.029038
Epoch 8838
Loss = 5.5530e-02, PNorm = 466.6561, GNorm = 2.3184, lr_0 = 9.9379e-04
Validation prc-auc = 0.030482
Epoch 8839
Loss = 4.4247e-03, PNorm = 466.6886, GNorm = 0.2808, lr_0 = 9.9379e-04
Loss = 1.8768e-02, PNorm = 466.7207, GNorm = 0.3396, lr_0 = 9.9378e-04
Validation prc-auc = 0.042750
Epoch 8840
Loss = 1.3252e-02, PNorm = 466.7400, GNorm = 0.0812, lr_0 = 9.9378e-04
Validation prc-auc = 0.043415
Epoch 8841
Loss = 4.5581e-02, PNorm = 466.7513, GNorm = 0.3761, lr_0 = 9.9378e-04
Validation prc-auc = 0.047117
Epoch 8842
Loss = 1.2646e-02, PNorm = 466.7671, GNorm = 0.0759, lr_0 = 9.9378e-04
Validation prc-auc = 0.046086
Epoch 8843
Loss = 1.9231e-02, PNorm = 466.7805, GNorm = 0.0398, lr_0 = 9.9378e-04
Validation prc-auc = 0.046336
Epoch 8844
Loss = 1.9964e-02, PNorm = 466.7959, GNorm = 0.7758, lr_0 = 9.9378e-04
Validation prc-auc = 0.046060
Epoch 8845
Loss = 4.5832e-02, PNorm = 466.8196, GNorm = 0.7052, lr_0 = 9.9378e-04
Validation prc-auc = 0.036467
Epoch 8846
Loss = 1.9006e-01, PNorm = 466.8479, GNorm = 1.7220, lr_0 = 9.9378e-04
Validation prc-auc = 0.037261
Epoch 8847
Loss = 2.2668e-02, PNorm = 466.8823, GNorm = 1.6694, lr_0 = 9.9378e-04
Validation prc-auc = 0.034645
Epoch 8848
Loss = 2.5033e-02, PNorm = 466.9153, GNorm = 1.3253, lr_0 = 9.9378e-04
Validation prc-auc = 0.032370
Epoch 8849
Loss = 6.8341e-03, PNorm = 466.9371, GNorm = 0.3255, lr_0 = 9.9378e-04
Loss = 7.2722e-02, PNorm = 466.9530, GNorm = 0.5670, lr_0 = 9.9378e-04
Validation prc-auc = 0.034060
Epoch 8850
Loss = 2.5656e-02, PNorm = 466.9791, GNorm = 0.9795, lr_0 = 9.9378e-04
Validation prc-auc = 0.034305
Epoch 8851
Loss = 5.4061e-02, PNorm = 467.0038, GNorm = 1.5720, lr_0 = 9.9378e-04
Validation prc-auc = 0.036644
Epoch 8852
Loss = 1.9462e-02, PNorm = 467.0258, GNorm = 0.5780, lr_0 = 9.9378e-04
Validation prc-auc = 0.031603
Epoch 8853
Loss = 3.2404e-02, PNorm = 467.0431, GNorm = 0.4607, lr_0 = 9.9377e-04
Validation prc-auc = 0.035247
Epoch 8854
Loss = 4.7844e-02, PNorm = 467.0642, GNorm = 0.3623, lr_0 = 9.9377e-04
Validation prc-auc = 0.042996
Epoch 8855
Loss = 8.9548e-02, PNorm = 467.0952, GNorm = 1.7421, lr_0 = 9.9377e-04
Validation prc-auc = 0.048222
Epoch 8856
Loss = 2.7724e-02, PNorm = 467.1217, GNorm = 0.9556, lr_0 = 9.9377e-04
Validation prc-auc = 0.042007
Epoch 8857
Loss = 1.2455e-02, PNorm = 467.1407, GNorm = 0.9267, lr_0 = 9.9377e-04
Validation prc-auc = 0.035793
Epoch 8858
Loss = 2.5924e-03, PNorm = 467.1633, GNorm = 0.1290, lr_0 = 9.9377e-04
Validation prc-auc = 0.046710
Epoch 8859
Loss = 3.4964e-02, PNorm = 467.1832, GNorm = 1.3538, lr_0 = 9.9377e-04
Loss = 1.7854e-02, PNorm = 467.1997, GNorm = 0.3488, lr_0 = 9.9377e-04
Validation prc-auc = 0.044427
Epoch 8860
Loss = 2.2602e-02, PNorm = 467.2107, GNorm = 0.3528, lr_0 = 9.9377e-04
Validation prc-auc = 0.044131
Epoch 8861
Loss = 3.6329e-02, PNorm = 467.2227, GNorm = 0.3391, lr_0 = 9.9377e-04
Validation prc-auc = 0.044548
Epoch 8862
Loss = 1.2091e-02, PNorm = 467.2324, GNorm = 0.7768, lr_0 = 9.9377e-04
Validation prc-auc = 0.039214
Epoch 8863
Loss = 1.8603e-02, PNorm = 467.2428, GNorm = 3.0839, lr_0 = 9.9377e-04
Validation prc-auc = 0.040696
Epoch 8864
Loss = 1.2119e-02, PNorm = 467.2544, GNorm = 0.7824, lr_0 = 9.9377e-04
Validation prc-auc = 0.046041
Epoch 8865
Loss = 1.4964e-02, PNorm = 467.2755, GNorm = 0.8738, lr_0 = 9.9377e-04
Validation prc-auc = 0.044553
Epoch 8866
Loss = 1.2405e-02, PNorm = 467.2976, GNorm = 0.1877, lr_0 = 9.9377e-04
Validation prc-auc = 0.046695
Epoch 8867
Loss = 1.6325e-02, PNorm = 467.3118, GNorm = 0.1167, lr_0 = 9.9376e-04
Validation prc-auc = 0.047258
Epoch 8868
Loss = 3.9125e-02, PNorm = 467.3340, GNorm = 1.6182, lr_0 = 9.9376e-04
Validation prc-auc = 0.046400
Epoch 8869
Loss = 2.9016e-02, PNorm = 467.3555, GNorm = 1.6204, lr_0 = 9.9376e-04
Loss = 2.0042e-02, PNorm = 467.3782, GNorm = 0.1845, lr_0 = 9.9376e-04
Validation prc-auc = 0.045310
Epoch 8870
Loss = 2.6417e-02, PNorm = 467.4039, GNorm = 0.5800, lr_0 = 9.9376e-04
Validation prc-auc = 0.043098
Epoch 8871
Loss = 2.2840e-02, PNorm = 467.4199, GNorm = 0.4875, lr_0 = 9.9376e-04
Validation prc-auc = 0.044297
Epoch 8872
Loss = 5.2576e-02, PNorm = 467.4389, GNorm = 3.1977, lr_0 = 9.9376e-04
Validation prc-auc = 0.044473
Epoch 8873
Loss = 3.5600e-02, PNorm = 467.4608, GNorm = 1.7880, lr_0 = 9.9376e-04
Validation prc-auc = 0.046807
Epoch 8874
Loss = 1.4093e-02, PNorm = 467.4773, GNorm = 0.6201, lr_0 = 9.9376e-04
Validation prc-auc = 0.049253
Epoch 8875
Loss = 4.0555e-02, PNorm = 467.5012, GNorm = 0.3810, lr_0 = 9.9376e-04
Validation prc-auc = 0.051013
Epoch 8876
Loss = 4.8106e-03, PNorm = 467.5249, GNorm = 0.0539, lr_0 = 9.9376e-04
Validation prc-auc = 0.050858
Epoch 8877
Loss = 8.4760e-03, PNorm = 467.5465, GNorm = 0.4798, lr_0 = 9.9376e-04
Validation prc-auc = 0.055719
Epoch 8878
Loss = 1.1658e-02, PNorm = 467.5610, GNorm = 0.2118, lr_0 = 9.9376e-04
Validation prc-auc = 0.048253
Epoch 8879
Loss = 2.5255e-02, PNorm = 467.5807, GNorm = 1.2957, lr_0 = 9.9376e-04
Loss = 1.0292e-02, PNorm = 467.6004, GNorm = 0.2792, lr_0 = 9.9375e-04
Validation prc-auc = 0.042569
Epoch 8880
Loss = 2.6108e-02, PNorm = 467.6163, GNorm = 0.5579, lr_0 = 9.9375e-04
Validation prc-auc = 0.040892
Epoch 8881
Loss = 4.3619e-02, PNorm = 467.6330, GNorm = 0.0238, lr_0 = 9.9375e-04
Validation prc-auc = 0.039409
Epoch 8882
Loss = 3.9916e-02, PNorm = 467.6609, GNorm = 0.8279, lr_0 = 9.9375e-04
Validation prc-auc = 0.038031
Epoch 8883
Loss = 2.0667e-02, PNorm = 467.6891, GNorm = 0.3286, lr_0 = 9.9375e-04
Validation prc-auc = 0.037652
Epoch 8884
Loss = 1.2504e-02, PNorm = 467.7087, GNorm = 0.1529, lr_0 = 9.9375e-04
Validation prc-auc = 0.037892
Epoch 8885
Loss = 4.2910e-03, PNorm = 467.7233, GNorm = 0.1727, lr_0 = 9.9375e-04
Validation prc-auc = 0.045301
Epoch 8886
Loss = 1.1932e-02, PNorm = 467.7347, GNorm = 1.4025, lr_0 = 9.9375e-04
Validation prc-auc = 0.044803
Epoch 8887
Loss = 1.0286e-02, PNorm = 467.7488, GNorm = 0.9891, lr_0 = 9.9375e-04
Validation prc-auc = 0.044513
Epoch 8888
Loss = 2.6337e-02, PNorm = 467.7643, GNorm = 2.0932, lr_0 = 9.9375e-04
Validation prc-auc = 0.045531
Epoch 8889
Loss = 7.2390e-02, PNorm = 467.7830, GNorm = 1.2104, lr_0 = 9.9375e-04
Loss = 1.3709e-02, PNorm = 467.7953, GNorm = 0.5574, lr_0 = 9.9375e-04
Validation prc-auc = 0.046228
Epoch 8890
Loss = 2.6561e-02, PNorm = 467.8090, GNorm = 0.0719, lr_0 = 9.9375e-04
Validation prc-auc = 0.046640
Epoch 8891
Loss = 3.5471e-02, PNorm = 467.8221, GNorm = 1.8561, lr_0 = 9.9375e-04
Validation prc-auc = 0.047563
Epoch 8892
Loss = 2.0092e-02, PNorm = 467.8380, GNorm = 0.2497, lr_0 = 9.9375e-04
Validation prc-auc = 0.047565
Epoch 8893
Loss = 3.0401e-02, PNorm = 467.8569, GNorm = 0.8913, lr_0 = 9.9374e-04
Validation prc-auc = 0.053316
Epoch 8894
Loss = 4.1376e-02, PNorm = 467.8778, GNorm = 1.3489, lr_0 = 9.9374e-04
Validation prc-auc = 0.054088
Epoch 8895
Loss = 1.5847e-02, PNorm = 467.9025, GNorm = 0.0609, lr_0 = 9.9374e-04
Validation prc-auc = 0.058298
Epoch 8896
Loss = 3.9576e-03, PNorm = 467.9311, GNorm = 0.8042, lr_0 = 9.9374e-04
Validation prc-auc = 0.052556
Epoch 8897
Loss = 5.9599e-03, PNorm = 467.9521, GNorm = 0.1093, lr_0 = 9.9374e-04
Validation prc-auc = 0.052772
Epoch 8898
Loss = 4.6025e-02, PNorm = 467.9743, GNorm = 1.9914, lr_0 = 9.9374e-04
Validation prc-auc = 0.060934
Epoch 8899
Loss = 3.0866e-02, PNorm = 468.0076, GNorm = 1.5822, lr_0 = 9.9374e-04
Loss = 6.2256e-02, PNorm = 468.0385, GNorm = 1.0852, lr_0 = 9.9374e-04
Validation prc-auc = 0.057953
Epoch 8900
Loss = 1.3749e-02, PNorm = 468.0644, GNorm = 1.8105, lr_0 = 9.9374e-04
Validation prc-auc = 0.054773
Epoch 8901
Loss = 3.7765e-02, PNorm = 468.0830, GNorm = 0.9848, lr_0 = 9.9374e-04
Validation prc-auc = 0.051118
Epoch 8902
Loss = 4.8302e-02, PNorm = 468.0990, GNorm = 1.5251, lr_0 = 9.9374e-04
Validation prc-auc = 0.046790
Epoch 8903
Loss = 3.9671e-02, PNorm = 468.1178, GNorm = 2.6550, lr_0 = 9.9374e-04
Validation prc-auc = 0.045569
Epoch 8904
Loss = 2.4793e-02, PNorm = 468.1446, GNorm = 0.4890, lr_0 = 9.9374e-04
Validation prc-auc = 0.048525
Epoch 8905
Loss = 2.4586e-02, PNorm = 468.1722, GNorm = 2.1658, lr_0 = 9.9374e-04
Validation prc-auc = 0.049570
Epoch 8906
Loss = 2.4754e-03, PNorm = 468.1904, GNorm = 0.1419, lr_0 = 9.9373e-04
Validation prc-auc = 0.043907
Epoch 8907
Loss = 4.6278e-03, PNorm = 468.2021, GNorm = 0.0156, lr_0 = 9.9373e-04
Validation prc-auc = 0.050077
Epoch 8908
Loss = 1.6580e-02, PNorm = 468.2141, GNorm = 0.3835, lr_0 = 9.9373e-04
Validation prc-auc = 0.051149
Epoch 8909
Loss = 1.0646e-02, PNorm = 468.2242, GNorm = 0.4534, lr_0 = 9.9373e-04
Loss = 2.6595e-02, PNorm = 468.2366, GNorm = 0.0269, lr_0 = 9.9373e-04
Validation prc-auc = 0.047710
Epoch 8910
Loss = 2.2792e-02, PNorm = 468.2624, GNorm = 0.3342, lr_0 = 9.9373e-04
Validation prc-auc = 0.045931
Epoch 8911
Loss = 3.3471e-02, PNorm = 468.2849, GNorm = 0.5565, lr_0 = 9.9373e-04
Validation prc-auc = 0.047264
Epoch 8912
Loss = 3.5282e-02, PNorm = 468.3064, GNorm = 1.5751, lr_0 = 9.9373e-04
Validation prc-auc = 0.057191
Epoch 8913
Loss = 1.5378e-02, PNorm = 468.3331, GNorm = 1.1409, lr_0 = 9.9373e-04
Validation prc-auc = 0.056840
Epoch 8914
Loss = 6.3956e-03, PNorm = 468.3572, GNorm = 0.0116, lr_0 = 9.9373e-04
Validation prc-auc = 0.047513
Epoch 8915
Loss = 2.1639e-03, PNorm = 468.3716, GNorm = 0.1150, lr_0 = 9.9373e-04
Validation prc-auc = 0.046263
Epoch 8916
Loss = 3.3481e-03, PNorm = 468.3835, GNorm = 0.0940, lr_0 = 9.9373e-04
Validation prc-auc = 0.044581
Epoch 8917
Loss = 4.0769e-02, PNorm = 468.3990, GNorm = 1.8813, lr_0 = 9.9373e-04
Validation prc-auc = 0.042686
Epoch 8918
Loss = 1.1966e-03, PNorm = 468.4146, GNorm = 0.0616, lr_0 = 9.9373e-04
Validation prc-auc = 0.042344
Epoch 8919
Loss = 8.9386e-02, PNorm = 468.4336, GNorm = 2.9178, lr_0 = 9.9373e-04
Loss = 2.4529e-02, PNorm = 468.4625, GNorm = 2.6685, lr_0 = 9.9372e-04
Validation prc-auc = 0.045796
Epoch 8920
Loss = 1.9895e-02, PNorm = 468.4898, GNorm = 0.4924, lr_0 = 9.9372e-04
Validation prc-auc = 0.047749
Epoch 8921
Loss = 2.1781e-02, PNorm = 468.5148, GNorm = 1.5521, lr_0 = 9.9372e-04
Validation prc-auc = 0.045185
Epoch 8922
Loss = 2.8485e-02, PNorm = 468.5326, GNorm = 1.2326, lr_0 = 9.9372e-04
Validation prc-auc = 0.046048
Epoch 8923
Loss = 1.5725e-02, PNorm = 468.5580, GNorm = 0.7854, lr_0 = 9.9372e-04
Validation prc-auc = 0.047242
Epoch 8924
Loss = 1.8255e-02, PNorm = 468.5763, GNorm = 1.7926, lr_0 = 9.9372e-04
Validation prc-auc = 0.053328
Epoch 8925
Loss = 8.0334e-03, PNorm = 468.5983, GNorm = 0.0369, lr_0 = 9.9372e-04
Validation prc-auc = 0.056785
Epoch 8926
Loss = 9.6976e-03, PNorm = 468.6137, GNorm = 0.7097, lr_0 = 9.9372e-04
Validation prc-auc = 0.055270
Epoch 8927
Loss = 7.6422e-04, PNorm = 468.6225, GNorm = 0.1388, lr_0 = 9.9372e-04
Validation prc-auc = 0.063984
Epoch 8928
Loss = 4.6954e-02, PNorm = 468.6390, GNorm = 1.1714, lr_0 = 9.9372e-04
Validation prc-auc = 0.065907
Epoch 8929
Loss = 1.4923e-02, PNorm = 468.6612, GNorm = 0.6461, lr_0 = 9.9372e-04
Loss = 3.3482e-02, PNorm = 468.6871, GNorm = 0.6175, lr_0 = 9.9372e-04
Validation prc-auc = 0.065055
Epoch 8930
Loss = 1.2447e-02, PNorm = 468.7206, GNorm = 0.1072, lr_0 = 9.9372e-04
Validation prc-auc = 0.059951
Epoch 8931
Loss = 9.1873e-02, PNorm = 468.7446, GNorm = 1.0882, lr_0 = 9.9372e-04
Validation prc-auc = 0.058392
Epoch 8932
Loss = 6.3916e-02, PNorm = 468.7639, GNorm = 0.2841, lr_0 = 9.9372e-04
Validation prc-auc = 0.050677
Epoch 8933
Loss = 2.8094e-02, PNorm = 468.7968, GNorm = 0.1070, lr_0 = 9.9371e-04
Validation prc-auc = 0.054399
Epoch 8934
Loss = 1.1454e-02, PNorm = 468.8278, GNorm = 1.3461, lr_0 = 9.9371e-04
Validation prc-auc = 0.054241
Epoch 8935
Loss = 1.7609e-02, PNorm = 468.8503, GNorm = 0.8017, lr_0 = 9.9371e-04
Validation prc-auc = 0.047911
Epoch 8936
Loss = 4.3604e-02, PNorm = 468.8693, GNorm = 0.8089, lr_0 = 9.9371e-04
Validation prc-auc = 0.046324
Epoch 8937
Loss = 5.2977e-03, PNorm = 468.8856, GNorm = 0.1820, lr_0 = 9.9371e-04
Validation prc-auc = 0.045263
Epoch 8938
Loss = 3.7819e-02, PNorm = 468.9102, GNorm = 0.5886, lr_0 = 9.9371e-04
Validation prc-auc = 0.056530
Epoch 8939
Loss = 3.0800e-04, PNorm = 468.9490, GNorm = 0.0133, lr_0 = 9.9371e-04
Loss = 2.3558e-02, PNorm = 468.9755, GNorm = 0.3010, lr_0 = 9.9371e-04
Validation prc-auc = 0.056408
Epoch 8940
Loss = 2.1975e-02, PNorm = 468.9925, GNorm = 0.1421, lr_0 = 9.9371e-04
Validation prc-auc = 0.052752
Epoch 8941
Loss = 3.3643e-02, PNorm = 469.0183, GNorm = 1.4903, lr_0 = 9.9371e-04
Validation prc-auc = 0.048095
Epoch 8942
Loss = 7.2046e-02, PNorm = 469.0479, GNorm = 3.2935, lr_0 = 9.9371e-04
Validation prc-auc = 0.054330
Epoch 8943
Loss = 3.8417e-02, PNorm = 469.0869, GNorm = 0.4075, lr_0 = 9.9371e-04
Validation prc-auc = 0.037661
Epoch 8944
Loss = 6.5439e-02, PNorm = 469.1196, GNorm = 3.5447, lr_0 = 9.9371e-04
Validation prc-auc = 0.041461
Epoch 8945
Loss = 1.6518e-02, PNorm = 469.1487, GNorm = 0.0149, lr_0 = 9.9371e-04
Validation prc-auc = 0.057636
Epoch 8946
Loss = 5.5786e-02, PNorm = 469.1748, GNorm = 1.6643, lr_0 = 9.9370e-04
Validation prc-auc = 0.052875
Epoch 8947
Loss = 8.9184e-03, PNorm = 469.2019, GNorm = 0.4168, lr_0 = 9.9370e-04
Validation prc-auc = 0.051484
Epoch 8948
Loss = 5.2935e-02, PNorm = 469.2216, GNorm = 2.4152, lr_0 = 9.9370e-04
Validation prc-auc = 0.051427
Epoch 8949
Loss = 1.5362e-02, PNorm = 469.2411, GNorm = 1.5830, lr_0 = 9.9370e-04
Loss = 1.6314e-02, PNorm = 469.2659, GNorm = 0.1769, lr_0 = 9.9370e-04
Validation prc-auc = 0.048234
Epoch 8950
Loss = 7.8077e-03, PNorm = 469.2931, GNorm = 0.2918, lr_0 = 9.9370e-04
Validation prc-auc = 0.048224
Epoch 8951
Loss = 2.4013e-02, PNorm = 469.3084, GNorm = 0.6121, lr_0 = 9.9370e-04
Validation prc-auc = 0.042536
Epoch 8952
Loss = 2.9878e-02, PNorm = 469.3276, GNorm = 1.8652, lr_0 = 9.9370e-04
Validation prc-auc = 0.044680
Epoch 8953
Loss = 5.2900e-02, PNorm = 469.3573, GNorm = 0.0450, lr_0 = 9.9370e-04
Validation prc-auc = 0.044964
Epoch 8954
Loss = 2.4073e-02, PNorm = 469.3818, GNorm = 0.5677, lr_0 = 9.9370e-04
Validation prc-auc = 0.046154
Epoch 8955
Loss = 4.1854e-02, PNorm = 469.4039, GNorm = 0.0906, lr_0 = 9.9370e-04
Validation prc-auc = 0.052713
Epoch 8956
Loss = 5.0543e-02, PNorm = 469.4212, GNorm = 0.0239, lr_0 = 9.9370e-04
Validation prc-auc = 0.054503
Epoch 8957
Loss = 1.3247e-01, PNorm = 469.4417, GNorm = 1.5664, lr_0 = 9.9370e-04
Validation prc-auc = 0.049239
Epoch 8958
Loss = 8.0793e-02, PNorm = 469.4830, GNorm = 1.8015, lr_0 = 9.9370e-04
Validation prc-auc = 0.053803
Epoch 8959
Loss = 5.7031e-03, PNorm = 469.5183, GNorm = 0.2618, lr_0 = 9.9370e-04
Loss = 1.5462e-02, PNorm = 469.5425, GNorm = 2.0764, lr_0 = 9.9369e-04
Validation prc-auc = 0.053468
Epoch 8960
Loss = 1.5250e-02, PNorm = 469.5598, GNorm = 2.7871, lr_0 = 9.9369e-04
Validation prc-auc = 0.052239
Epoch 8961
Loss = 3.6652e-02, PNorm = 469.5775, GNorm = 0.1658, lr_0 = 9.9369e-04
Validation prc-auc = 0.047247
Epoch 8962
Loss = 2.9725e-02, PNorm = 469.5964, GNorm = 1.6984, lr_0 = 9.9369e-04
Validation prc-auc = 0.047118
Epoch 8963
Loss = 2.1833e-02, PNorm = 469.6173, GNorm = 0.2438, lr_0 = 9.9369e-04
Validation prc-auc = 0.047459
Epoch 8964
Loss = 5.5464e-02, PNorm = 469.6350, GNorm = 0.7444, lr_0 = 9.9369e-04
Validation prc-auc = 0.045789
Epoch 8965
Loss = 1.4755e-02, PNorm = 469.6620, GNorm = 0.0660, lr_0 = 9.9369e-04
Validation prc-auc = 0.042360
Epoch 8966
Loss = 7.3492e-02, PNorm = 469.6823, GNorm = 0.0052, lr_0 = 9.9369e-04
Validation prc-auc = 0.042820
Epoch 8967
Loss = 3.7134e-02, PNorm = 469.6981, GNorm = 0.1714, lr_0 = 9.9369e-04
Validation prc-auc = 0.041111
Epoch 8968
Loss = 2.0054e-02, PNorm = 469.7180, GNorm = 0.8997, lr_0 = 9.9369e-04
Validation prc-auc = 0.040594
Epoch 8969
Loss = 3.4358e-03, PNorm = 469.7415, GNorm = 0.1579, lr_0 = 9.9369e-04
Loss = 2.8445e-02, PNorm = 469.7625, GNorm = 0.6267, lr_0 = 9.9369e-04
Validation prc-auc = 0.041243
Epoch 8970
Loss = 1.0980e-02, PNorm = 469.7844, GNorm = 0.5400, lr_0 = 9.9369e-04
Validation prc-auc = 0.041214
Epoch 8971
Loss = 1.2291e-02, PNorm = 469.8057, GNorm = 0.0354, lr_0 = 9.9369e-04
Validation prc-auc = 0.042140
Epoch 8972
Loss = 2.2951e-02, PNorm = 469.8191, GNorm = 0.9416, lr_0 = 9.9369e-04
Validation prc-auc = 0.042993
Epoch 8973
Loss = 1.6115e-02, PNorm = 469.8313, GNorm = 1.3521, lr_0 = 9.9368e-04
Validation prc-auc = 0.044337
Epoch 8974
Loss = 1.5442e-02, PNorm = 469.8503, GNorm = 0.1407, lr_0 = 9.9368e-04
Validation prc-auc = 0.043594
Epoch 8975
Loss = 2.8474e-02, PNorm = 469.8649, GNorm = 0.1302, lr_0 = 9.9368e-04
Validation prc-auc = 0.042957
Epoch 8976
Loss = 4.3872e-02, PNorm = 469.8798, GNorm = 1.6438, lr_0 = 9.9368e-04
Validation prc-auc = 0.043075
Epoch 8977
Loss = 4.7716e-03, PNorm = 469.8943, GNorm = 0.6007, lr_0 = 9.9368e-04
Validation prc-auc = 0.043750
Epoch 8978
Loss = 5.2090e-02, PNorm = 469.9137, GNorm = 1.1509, lr_0 = 9.9368e-04
Validation prc-auc = 0.045413
Epoch 8979
Loss = 2.6427e-02, PNorm = 469.9289, GNorm = 1.3403, lr_0 = 9.9368e-04
Loss = 1.4896e-02, PNorm = 469.9454, GNorm = 0.0668, lr_0 = 9.9368e-04
Validation prc-auc = 0.046814
Epoch 8980
Loss = 3.3885e-02, PNorm = 469.9704, GNorm = 1.5332, lr_0 = 9.9368e-04
Validation prc-auc = 0.045665
Epoch 8981
Loss = 1.4950e-02, PNorm = 469.9966, GNorm = 1.9229, lr_0 = 9.9368e-04
Validation prc-auc = 0.046232
Epoch 8982
Loss = 3.1455e-02, PNorm = 470.0206, GNorm = 1.6482, lr_0 = 9.9368e-04
Validation prc-auc = 0.046950
Epoch 8983
Loss = 4.9864e-03, PNorm = 470.0458, GNorm = 0.0594, lr_0 = 9.9368e-04
Validation prc-auc = 0.047132
Epoch 8984
Loss = 3.3651e-02, PNorm = 470.0603, GNorm = 1.1060, lr_0 = 9.9368e-04
Validation prc-auc = 0.047437
Epoch 8985
Loss = 8.2300e-03, PNorm = 470.0740, GNorm = 0.6142, lr_0 = 9.9368e-04
Validation prc-auc = 0.049730
Epoch 8986
Loss = 4.3321e-02, PNorm = 470.0962, GNorm = 0.8163, lr_0 = 9.9367e-04
Validation prc-auc = 0.047948
Epoch 8987
Loss = 3.6541e-02, PNorm = 470.1364, GNorm = 1.2912, lr_0 = 9.9367e-04
Validation prc-auc = 0.047425
Epoch 8988
Loss = 1.4185e-03, PNorm = 470.1627, GNorm = 0.0493, lr_0 = 9.9367e-04
Validation prc-auc = 0.046517
Epoch 8989
Loss = 1.3705e-03, PNorm = 470.1841, GNorm = 0.0543, lr_0 = 9.9367e-04
Loss = 6.4019e-02, PNorm = 470.2008, GNorm = 1.2270, lr_0 = 9.9367e-04
Validation prc-auc = 0.047293
Epoch 8990
Loss = 3.0542e-02, PNorm = 470.2257, GNorm = 0.1996, lr_0 = 9.9367e-04
Validation prc-auc = 0.050453
Epoch 8991
Loss = 9.7865e-03, PNorm = 470.2481, GNorm = 0.0399, lr_0 = 9.9367e-04
Validation prc-auc = 0.050182
Epoch 8992
Loss = 2.7137e-02, PNorm = 470.2608, GNorm = 0.0652, lr_0 = 9.9367e-04
Validation prc-auc = 0.050778
Epoch 8993
Loss = 1.9046e-02, PNorm = 470.2731, GNorm = 0.1811, lr_0 = 9.9367e-04
Validation prc-auc = 0.051907
Epoch 8994
Loss = 1.5652e-02, PNorm = 470.2904, GNorm = 1.8862, lr_0 = 9.9367e-04
Validation prc-auc = 0.048083
Epoch 8995
Loss = 5.8996e-03, PNorm = 470.3138, GNorm = 0.0164, lr_0 = 9.9367e-04
Validation prc-auc = 0.046983
Epoch 8996
Loss = 5.1037e-03, PNorm = 470.3295, GNorm = 0.3087, lr_0 = 9.9367e-04
Validation prc-auc = 0.048565
Epoch 8997
Loss = 1.2469e-02, PNorm = 470.3379, GNorm = 1.6124, lr_0 = 9.9367e-04
Validation prc-auc = 0.049399
Epoch 8998
Loss = 1.2319e-02, PNorm = 470.3522, GNorm = 0.1598, lr_0 = 9.9367e-04
Validation prc-auc = 0.048461
Epoch 8999
Loss = 1.9147e-03, PNorm = 470.3785, GNorm = 0.0858, lr_0 = 9.9367e-04
Loss = 2.2327e-02, PNorm = 470.3955, GNorm = 1.3851, lr_0 = 9.9366e-04
Validation prc-auc = 0.048637
Epoch 9000
Loss = 1.2389e-02, PNorm = 470.4101, GNorm = 1.2175, lr_0 = 9.9366e-04
Validation prc-auc = 0.048823
Epoch 9001
Loss = 1.0353e-02, PNorm = 470.4269, GNorm = 0.8324, lr_0 = 9.9366e-04
Validation prc-auc = 0.040455
Epoch 9002
Loss = 1.8425e-02, PNorm = 470.4496, GNorm = 0.0386, lr_0 = 9.9366e-04
Validation prc-auc = 0.036711
Epoch 9003
Loss = 3.7905e-02, PNorm = 470.4676, GNorm = 0.0444, lr_0 = 9.9366e-04
Validation prc-auc = 0.036632
Epoch 9004
Loss = 2.8915e-02, PNorm = 470.4992, GNorm = 0.0786, lr_0 = 9.9366e-04
Validation prc-auc = 0.036677
Epoch 9005
Loss = 7.7340e-03, PNorm = 470.5271, GNorm = 0.1213, lr_0 = 9.9366e-04
Validation prc-auc = 0.037813
Epoch 9006
Loss = 5.4356e-02, PNorm = 470.5601, GNorm = 1.9668, lr_0 = 9.9366e-04
Validation prc-auc = 0.036586
Epoch 9007
Loss = 1.1711e-01, PNorm = 470.5951, GNorm = 2.4944, lr_0 = 9.9366e-04
Validation prc-auc = 0.032102
Epoch 9008
Loss = 1.2415e-01, PNorm = 470.6262, GNorm = 4.0698, lr_0 = 9.9366e-04
Validation prc-auc = 0.039097
Epoch 9009
Loss = 6.5636e-02, PNorm = 470.6560, GNorm = 1.1544, lr_0 = 9.9366e-04
Loss = 3.1658e-02, PNorm = 470.6860, GNorm = 0.4574, lr_0 = 9.9366e-04
Validation prc-auc = 0.034429
Epoch 9010
Loss = 2.9377e-02, PNorm = 470.7103, GNorm = 0.0523, lr_0 = 9.9366e-04
Validation prc-auc = 0.049103
Epoch 9011
Loss = 7.2275e-03, PNorm = 470.7283, GNorm = 0.1549, lr_0 = 9.9366e-04
Validation prc-auc = 0.051133
Epoch 9012
Loss = 4.7595e-02, PNorm = 470.7424, GNorm = 0.8855, lr_0 = 9.9365e-04
Validation prc-auc = 0.050201
Epoch 9013
Loss = 5.2456e-02, PNorm = 470.7630, GNorm = 0.2675, lr_0 = 9.9365e-04
Validation prc-auc = 0.048060
Epoch 9014
Loss = 3.6846e-02, PNorm = 470.7815, GNorm = 1.2117, lr_0 = 9.9365e-04
Validation prc-auc = 0.041139
Epoch 9015
Loss = 2.3134e-02, PNorm = 470.8031, GNorm = 0.5911, lr_0 = 9.9365e-04
Validation prc-auc = 0.048881
Epoch 9016
Loss = 6.6822e-03, PNorm = 470.8444, GNorm = 0.0194, lr_0 = 9.9365e-04
Validation prc-auc = 0.056925
Epoch 9017
Loss = 7.6390e-02, PNorm = 470.8790, GNorm = 0.5488, lr_0 = 9.9365e-04
Validation prc-auc = 0.055722
Epoch 9018
Loss = 2.1970e-02, PNorm = 470.9021, GNorm = 1.2950, lr_0 = 9.9365e-04
Validation prc-auc = 0.051795
Epoch 9019
Loss = 1.6025e-02, PNorm = 470.9322, GNorm = 0.8116, lr_0 = 9.9365e-04
Loss = 1.7001e-02, PNorm = 470.9540, GNorm = 1.6070, lr_0 = 9.9365e-04
Validation prc-auc = 0.049861
Epoch 9020
Loss = 2.4359e-02, PNorm = 470.9761, GNorm = 0.1668, lr_0 = 9.9365e-04
Validation prc-auc = 0.048210
Epoch 9021
Loss = 1.5507e-02, PNorm = 470.9983, GNorm = 0.0329, lr_0 = 9.9365e-04
Validation prc-auc = 0.049651
Epoch 9022
Loss = 2.7341e-02, PNorm = 471.0204, GNorm = 0.1100, lr_0 = 9.9365e-04
Validation prc-auc = 0.048259
Epoch 9023
Loss = 6.2390e-02, PNorm = 471.0530, GNorm = 2.6764, lr_0 = 9.9365e-04
Validation prc-auc = 0.046512
Epoch 9024
Loss = 1.8677e-02, PNorm = 471.0990, GNorm = 0.4670, lr_0 = 9.9365e-04
Validation prc-auc = 0.052548
Epoch 9025
Loss = 4.0406e-02, PNorm = 471.1304, GNorm = 0.1088, lr_0 = 9.9365e-04
Validation prc-auc = 0.051344
Epoch 9026
Loss = 8.5210e-03, PNorm = 471.1541, GNorm = 0.5616, lr_0 = 9.9364e-04
Validation prc-auc = 0.051613
Epoch 9027
Loss = 4.8199e-02, PNorm = 471.1834, GNorm = 1.2231, lr_0 = 9.9364e-04
Validation prc-auc = 0.055555
Epoch 9028
Loss = 1.3287e-02, PNorm = 471.2200, GNorm = 0.3713, lr_0 = 9.9364e-04
Validation prc-auc = 0.054267
Epoch 9029
Loss = 1.3370e-02, PNorm = 471.2525, GNorm = 0.8179, lr_0 = 9.9364e-04
Loss = 2.3593e-02, PNorm = 471.2767, GNorm = 1.9884, lr_0 = 9.9364e-04
Validation prc-auc = 0.055630
Epoch 9030
Loss = 4.2269e-02, PNorm = 471.3049, GNorm = 0.4461, lr_0 = 9.9364e-04
Validation prc-auc = 0.045100
Epoch 9031
Loss = 3.7667e-02, PNorm = 471.3343, GNorm = 2.2189, lr_0 = 9.9364e-04
Validation prc-auc = 0.050141
Epoch 9032
Loss = 6.4642e-02, PNorm = 471.3663, GNorm = 0.8433, lr_0 = 9.9364e-04
Validation prc-auc = 0.052252
Epoch 9033
Loss = 2.3141e-02, PNorm = 471.3977, GNorm = 0.6305, lr_0 = 9.9364e-04
Validation prc-auc = 0.054693
Epoch 9034
Loss = 4.3567e-02, PNorm = 471.4347, GNorm = 0.0757, lr_0 = 9.9364e-04
Validation prc-auc = 0.062630
Epoch 9035
Loss = 1.3376e-02, PNorm = 471.4628, GNorm = 1.0148, lr_0 = 9.9364e-04
Validation prc-auc = 0.051466
Epoch 9036
Loss = 4.2931e-02, PNorm = 471.4784, GNorm = 2.5387, lr_0 = 9.9364e-04
Validation prc-auc = 0.046136
Epoch 9037
Loss = 2.8675e-02, PNorm = 471.5051, GNorm = 0.8740, lr_0 = 9.9364e-04
Validation prc-auc = 0.042176
Epoch 9038
Loss = 2.8857e-02, PNorm = 471.5326, GNorm = 1.6278, lr_0 = 9.9364e-04
Validation prc-auc = 0.040439
Epoch 9039
Loss = 2.6039e-04, PNorm = 471.5556, GNorm = 0.0124, lr_0 = 9.9364e-04
Loss = 3.3359e-02, PNorm = 471.5725, GNorm = 0.1466, lr_0 = 9.9363e-04
Validation prc-auc = 0.043536
Epoch 9040
Loss = 1.0955e-02, PNorm = 471.5867, GNorm = 0.1588, lr_0 = 9.9363e-04
Validation prc-auc = 0.045879
Epoch 9041
Loss = 9.4733e-03, PNorm = 471.6014, GNorm = 0.0915, lr_0 = 9.9363e-04
Validation prc-auc = 0.046828
Epoch 9042
Loss = 7.6046e-02, PNorm = 471.6180, GNorm = 0.1732, lr_0 = 9.9363e-04
Validation prc-auc = 0.055866
Epoch 9043
Loss = 2.9895e-02, PNorm = 471.6394, GNorm = 0.6436, lr_0 = 9.9363e-04
Validation prc-auc = 0.058571
Epoch 9044
Loss = 3.3349e-02, PNorm = 471.6600, GNorm = 0.0195, lr_0 = 9.9363e-04
Validation prc-auc = 0.058481
Epoch 9045
Loss = 2.2242e-02, PNorm = 471.6845, GNorm = 1.5380, lr_0 = 9.9363e-04
Validation prc-auc = 0.057675
Epoch 9046
Loss = 7.5853e-03, PNorm = 471.7060, GNorm = 0.7044, lr_0 = 9.9363e-04
Validation prc-auc = 0.054588
Epoch 9047
Loss = 2.2786e-02, PNorm = 471.7290, GNorm = 0.3371, lr_0 = 9.9363e-04
Validation prc-auc = 0.050260
Epoch 9048
Loss = 7.5133e-02, PNorm = 471.7516, GNorm = 1.4345, lr_0 = 9.9363e-04
Validation prc-auc = 0.050053
Epoch 9049
Loss = 3.6151e-04, PNorm = 471.7717, GNorm = 0.0124, lr_0 = 9.9363e-04
Loss = 1.5892e-02, PNorm = 471.7933, GNorm = 0.0373, lr_0 = 9.9363e-04
Validation prc-auc = 0.050918
Epoch 9050
Loss = 6.4306e-02, PNorm = 471.8137, GNorm = 0.1200, lr_0 = 9.9363e-04
Validation prc-auc = 0.054535
Epoch 9051
Loss = 2.7310e-02, PNorm = 471.8362, GNorm = 0.0341, lr_0 = 9.9363e-04
Validation prc-auc = 0.054293
Epoch 9052
Loss = 2.8071e-02, PNorm = 471.8714, GNorm = 0.4870, lr_0 = 9.9362e-04
Validation prc-auc = 0.054557
Epoch 9053
Loss = 1.9675e-02, PNorm = 471.9200, GNorm = 0.9359, lr_0 = 9.9362e-04
Validation prc-auc = 0.057261
Epoch 9054
Loss = 9.7054e-03, PNorm = 471.9593, GNorm = 0.3005, lr_0 = 9.9362e-04
Validation prc-auc = 0.058833
Epoch 9055
Loss = 3.4611e-02, PNorm = 471.9831, GNorm = 0.1640, lr_0 = 9.9362e-04
Validation prc-auc = 0.059606
Epoch 9056
Loss = 2.3068e-02, PNorm = 472.0043, GNorm = 0.0576, lr_0 = 9.9362e-04
Validation prc-auc = 0.061367
Epoch 9057
Loss = 6.6770e-02, PNorm = 472.0293, GNorm = 2.4159, lr_0 = 9.9362e-04
Validation prc-auc = 0.056164
Epoch 9058
Loss = 3.8378e-03, PNorm = 472.0556, GNorm = 0.0835, lr_0 = 9.9362e-04
Validation prc-auc = 0.055635
Epoch 9059
Loss = 2.0614e-02, PNorm = 472.0811, GNorm = 1.0954, lr_0 = 9.9362e-04
Loss = 1.5314e-02, PNorm = 472.1118, GNorm = 0.6612, lr_0 = 9.9362e-04
Validation prc-auc = 0.051347
Epoch 9060
Loss = 4.0023e-02, PNorm = 472.1347, GNorm = 3.1625, lr_0 = 9.9362e-04
Validation prc-auc = 0.049388
Epoch 9061
Loss = 1.8718e-02, PNorm = 472.1644, GNorm = 0.3708, lr_0 = 9.9362e-04
Validation prc-auc = 0.044651
Epoch 9062
Loss = 5.2244e-02, PNorm = 472.1966, GNorm = 1.1330, lr_0 = 9.9362e-04
Validation prc-auc = 0.049147
Epoch 9063
Loss = 1.6111e-02, PNorm = 472.2358, GNorm = 0.3823, lr_0 = 9.9362e-04
Validation prc-auc = 0.051539
Epoch 9064
Loss = 3.2792e-02, PNorm = 472.2648, GNorm = 2.8694, lr_0 = 9.9362e-04
Validation prc-auc = 0.053491
Epoch 9065
Loss = 4.0240e-02, PNorm = 472.2865, GNorm = 0.0463, lr_0 = 9.9362e-04
Validation prc-auc = 0.044270
Epoch 9066
Loss = 2.1452e-02, PNorm = 472.3235, GNorm = 0.0666, lr_0 = 9.9361e-04
Validation prc-auc = 0.043340
Epoch 9067
Loss = 5.5486e-03, PNorm = 472.3720, GNorm = 0.1352, lr_0 = 9.9361e-04
Validation prc-auc = 0.044108
Epoch 9068
Loss = 7.3267e-02, PNorm = 472.4034, GNorm = 0.3898, lr_0 = 9.9361e-04
Validation prc-auc = 0.047815
Epoch 9069
Loss = 1.0034e-02, PNorm = 472.4424, GNorm = 0.7399, lr_0 = 9.9361e-04
Loss = 3.9262e-02, PNorm = 472.4745, GNorm = 0.6309, lr_0 = 9.9361e-04
Validation prc-auc = 0.047025
Epoch 9070
Loss = 7.0323e-02, PNorm = 472.4988, GNorm = 0.8375, lr_0 = 9.9361e-04
Validation prc-auc = 0.046834
Epoch 9071
Loss = 1.9110e-02, PNorm = 472.5236, GNorm = 0.0559, lr_0 = 9.9361e-04
Validation prc-auc = 0.046272
Epoch 9072
Loss = 1.8383e-02, PNorm = 472.5474, GNorm = 1.1491, lr_0 = 9.9361e-04
Validation prc-auc = 0.046612
Epoch 9073
Loss = 5.3397e-02, PNorm = 472.5700, GNorm = 1.6568, lr_0 = 9.9361e-04
Validation prc-auc = 0.042207
Epoch 9074
Loss = 2.9204e-02, PNorm = 472.6135, GNorm = 1.8296, lr_0 = 9.9361e-04
Validation prc-auc = 0.038783
Epoch 9075
Loss = 2.4799e-02, PNorm = 472.6457, GNorm = 0.4660, lr_0 = 9.9361e-04
Validation prc-auc = 0.039180
Epoch 9076
Loss = 2.0459e-03, PNorm = 472.6666, GNorm = 0.0680, lr_0 = 9.9361e-04
Validation prc-auc = 0.038764
Epoch 9077
Loss = 2.2842e-01, PNorm = 472.6872, GNorm = 1.1471, lr_0 = 9.9361e-04
Validation prc-auc = 0.038547
Epoch 9078
Loss = 5.6317e-03, PNorm = 472.7166, GNorm = 0.6850, lr_0 = 9.9361e-04
Validation prc-auc = 0.040703
Epoch 9079
Loss = 1.5120e-02, PNorm = 472.7362, GNorm = 0.6053, lr_0 = 9.9360e-04
Loss = 2.3006e-02, PNorm = 472.7597, GNorm = 0.0992, lr_0 = 9.9360e-04
Validation prc-auc = 0.041629
Epoch 9080
Loss = 6.6831e-02, PNorm = 472.7842, GNorm = 0.0698, lr_0 = 9.9360e-04
Validation prc-auc = 0.043014
Epoch 9081
Loss = 1.8892e-02, PNorm = 472.8103, GNorm = 0.0637, lr_0 = 9.9360e-04
Validation prc-auc = 0.043944
Epoch 9082
Loss = 2.1079e-02, PNorm = 472.8303, GNorm = 1.2200, lr_0 = 9.9360e-04
Validation prc-auc = 0.044329
Epoch 9083
Loss = 8.1760e-02, PNorm = 472.8590, GNorm = 0.8888, lr_0 = 9.9360e-04
Validation prc-auc = 0.043757
Epoch 9084
Loss = 2.0195e-02, PNorm = 472.8856, GNorm = 0.0366, lr_0 = 9.9360e-04
Validation prc-auc = 0.044166
Epoch 9085
Loss = 5.1838e-02, PNorm = 472.9246, GNorm = 0.4593, lr_0 = 9.9360e-04
Validation prc-auc = 0.045084
Epoch 9086
Loss = 5.9475e-02, PNorm = 472.9542, GNorm = 2.2305, lr_0 = 9.9360e-04
Validation prc-auc = 0.045104
Epoch 9087
Loss = 6.2849e-02, PNorm = 472.9724, GNorm = 1.4378, lr_0 = 9.9360e-04
Validation prc-auc = 0.044510
Epoch 9088
Loss = 6.5622e-03, PNorm = 472.9905, GNorm = 0.4322, lr_0 = 9.9360e-04
Validation prc-auc = 0.043189
Epoch 9089
Loss = 2.1993e-02, PNorm = 473.0207, GNorm = 0.7081, lr_0 = 9.9360e-04
Loss = 4.4598e-02, PNorm = 473.0457, GNorm = 0.0114, lr_0 = 9.9360e-04
Validation prc-auc = 0.042916
Epoch 9090
Loss = 1.5892e-02, PNorm = 473.0649, GNorm = 0.1674, lr_0 = 9.9360e-04
Validation prc-auc = 0.044145
Epoch 9091
Loss = 2.1124e-02, PNorm = 473.0837, GNorm = 0.4389, lr_0 = 9.9360e-04
Validation prc-auc = 0.043739
Epoch 9092
Loss = 5.5554e-02, PNorm = 473.1012, GNorm = 0.0400, lr_0 = 9.9359e-04
Validation prc-auc = 0.043481
Epoch 9093
Loss = 1.7031e-02, PNorm = 473.1190, GNorm = 0.0872, lr_0 = 9.9359e-04
Validation prc-auc = 0.043621
Epoch 9094
Loss = 1.1480e-02, PNorm = 473.1444, GNorm = 0.2060, lr_0 = 9.9359e-04
Validation prc-auc = 0.042764
Epoch 9095
Loss = 1.3465e-02, PNorm = 473.1622, GNorm = 1.1454, lr_0 = 9.9359e-04
Validation prc-auc = 0.042846
Epoch 9096
Loss = 6.5392e-03, PNorm = 473.1872, GNorm = 0.4005, lr_0 = 9.9359e-04
Validation prc-auc = 0.043584
Epoch 9097
Loss = 5.5064e-02, PNorm = 473.2077, GNorm = 0.7935, lr_0 = 9.9359e-04
Validation prc-auc = 0.039740
Epoch 9098
Loss = 2.5844e-02, PNorm = 473.2322, GNorm = 1.3544, lr_0 = 9.9359e-04
Validation prc-auc = 0.033290
Epoch 9099
Loss = 9.0461e-03, PNorm = 473.2541, GNorm = 1.0724, lr_0 = 9.9359e-04
Loss = 3.1446e-02, PNorm = 473.2807, GNorm = 1.0471, lr_0 = 9.9359e-04
Validation prc-auc = 0.032246
Epoch 9100
Loss = 2.0620e-02, PNorm = 473.3006, GNorm = 0.2226, lr_0 = 9.9359e-04
Validation prc-auc = 0.037258
Epoch 9101
Loss = 4.3220e-03, PNorm = 473.3152, GNorm = 0.5427, lr_0 = 9.9359e-04
Validation prc-auc = 0.035726
Epoch 9102
Loss = 8.1480e-03, PNorm = 473.3233, GNorm = 0.6506, lr_0 = 9.9359e-04
Validation prc-auc = 0.042153
Epoch 9103
Loss = 1.6508e-02, PNorm = 473.3330, GNorm = 0.2110, lr_0 = 9.9359e-04
Validation prc-auc = 0.037693
Epoch 9104
Loss = 3.6717e-02, PNorm = 473.3488, GNorm = 0.5499, lr_0 = 9.9359e-04
Validation prc-auc = 0.044738
Epoch 9105
Loss = 1.6691e-02, PNorm = 473.3698, GNorm = 0.1358, lr_0 = 9.9359e-04
Validation prc-auc = 0.045804
Epoch 9106
Loss = 1.4906e-02, PNorm = 473.3900, GNorm = 0.0956, lr_0 = 9.9358e-04
Validation prc-auc = 0.032796
Epoch 9107
Loss = 1.2059e-02, PNorm = 473.4024, GNorm = 1.0357, lr_0 = 9.9358e-04
Validation prc-auc = 0.032930
Epoch 9108
Loss = 1.3040e-02, PNorm = 473.4186, GNorm = 1.2414, lr_0 = 9.9358e-04
Validation prc-auc = 0.038142
Epoch 9109
Loss = 9.6733e-03, PNorm = 473.4419, GNorm = 0.5488, lr_0 = 9.9358e-04
Loss = 6.8076e-03, PNorm = 473.4622, GNorm = 0.0494, lr_0 = 9.9358e-04
Validation prc-auc = 0.049829
Epoch 9110
Loss = 3.3527e-02, PNorm = 473.4740, GNorm = 0.0353, lr_0 = 9.9358e-04
Validation prc-auc = 0.050286
Epoch 9111
Loss = 4.9940e-02, PNorm = 473.4862, GNorm = 0.0388, lr_0 = 9.9358e-04
Validation prc-auc = 0.044634
Epoch 9112
Loss = 1.5074e-02, PNorm = 473.4994, GNorm = 2.7996, lr_0 = 9.9358e-04
Validation prc-auc = 0.038153
Epoch 9113
Loss = 6.3707e-02, PNorm = 473.5164, GNorm = 0.4688, lr_0 = 9.9358e-04
Validation prc-auc = 0.034840
Epoch 9114
Loss = 2.2498e-02, PNorm = 473.5361, GNorm = 0.2528, lr_0 = 9.9358e-04
Validation prc-auc = 0.036320
Epoch 9115
Loss = 1.9728e-02, PNorm = 473.5654, GNorm = 0.1229, lr_0 = 9.9358e-04
Validation prc-auc = 0.034346
Epoch 9116
Loss = 3.4739e-02, PNorm = 473.5908, GNorm = 0.2083, lr_0 = 9.9358e-04
Validation prc-auc = 0.034861
Epoch 9117
Loss = 2.9558e-02, PNorm = 473.6098, GNorm = 0.2424, lr_0 = 9.9358e-04
Validation prc-auc = 0.030693
Epoch 9118
Loss = 1.4115e-01, PNorm = 473.6297, GNorm = 1.8676, lr_0 = 9.9358e-04
Validation prc-auc = 0.031668
Epoch 9119
Loss = 3.6936e-02, PNorm = 473.6562, GNorm = 1.3659, lr_0 = 9.9357e-04
Loss = 5.9308e-02, PNorm = 473.6784, GNorm = 0.4582, lr_0 = 9.9357e-04
Validation prc-auc = 0.032508
Epoch 9120
Loss = 2.7120e-02, PNorm = 473.7076, GNorm = 0.1697, lr_0 = 9.9357e-04
Validation prc-auc = 0.034889
Epoch 9121
Loss = 4.1957e-02, PNorm = 473.7394, GNorm = 0.2219, lr_0 = 9.9357e-04
Validation prc-auc = 0.035069
Epoch 9122
Loss = 4.4726e-02, PNorm = 473.7746, GNorm = 0.2093, lr_0 = 9.9357e-04
Validation prc-auc = 0.034020
Epoch 9123
Loss = 1.5063e-02, PNorm = 473.7991, GNorm = 0.8955, lr_0 = 9.9357e-04
Validation prc-auc = 0.039703
Epoch 9124
Loss = 2.1121e-02, PNorm = 473.8186, GNorm = 3.1579, lr_0 = 9.9357e-04
Validation prc-auc = 0.032096
Epoch 9125
Loss = 1.4170e-02, PNorm = 473.8466, GNorm = 0.6574, lr_0 = 9.9357e-04
Validation prc-auc = 0.029224
Epoch 9126
Loss = 1.0607e-02, PNorm = 473.8705, GNorm = 0.0828, lr_0 = 9.9357e-04
Validation prc-auc = 0.027799
Epoch 9127
Loss = 6.5873e-03, PNorm = 473.8883, GNorm = 0.8527, lr_0 = 9.9357e-04
Validation prc-auc = 0.027802
Epoch 9128
Loss = 1.3509e-02, PNorm = 473.9072, GNorm = 0.2389, lr_0 = 9.9357e-04
Validation prc-auc = 0.035032
Epoch 9129
Loss = 1.8669e-03, PNorm = 473.9226, GNorm = 0.0639, lr_0 = 9.9357e-04
Loss = 9.1536e-03, PNorm = 473.9357, GNorm = 0.1188, lr_0 = 9.9357e-04
Validation prc-auc = 0.042897
Epoch 9130
Loss = 2.3531e-02, PNorm = 473.9466, GNorm = 0.9686, lr_0 = 9.9357e-04
Validation prc-auc = 0.048796
Epoch 9131
Loss = 8.1868e-03, PNorm = 473.9576, GNorm = 1.3387, lr_0 = 9.9357e-04
Validation prc-auc = 0.048404
Epoch 9132
Loss = 1.5459e-02, PNorm = 473.9703, GNorm = 0.0398, lr_0 = 9.9356e-04
Validation prc-auc = 0.049741
Epoch 9133
Loss = 1.8633e-02, PNorm = 473.9852, GNorm = 0.3988, lr_0 = 9.9356e-04
Validation prc-auc = 0.048559
Epoch 9134
Loss = 1.0054e-01, PNorm = 474.0042, GNorm = 2.9309, lr_0 = 9.9356e-04
Validation prc-auc = 0.049060
Epoch 9135
Loss = 1.4126e-02, PNorm = 474.0446, GNorm = 0.3866, lr_0 = 9.9356e-04
Validation prc-auc = 0.048737
Epoch 9136
Loss = 2.8109e-03, PNorm = 474.0783, GNorm = 0.0364, lr_0 = 9.9356e-04
Validation prc-auc = 0.048086
Epoch 9137
Loss = 3.2409e-03, PNorm = 474.1005, GNorm = 0.0836, lr_0 = 9.9356e-04
Validation prc-auc = 0.047129
Epoch 9138
Loss = 4.2504e-03, PNorm = 474.1136, GNorm = 0.5611, lr_0 = 9.9356e-04
Validation prc-auc = 0.047562
Epoch 9139
Loss = 1.5002e-03, PNorm = 474.1199, GNorm = 0.0613, lr_0 = 9.9356e-04
Loss = 5.7783e-03, PNorm = 474.1283, GNorm = 0.0523, lr_0 = 9.9356e-04
Validation prc-auc = 0.049760
Epoch 9140
Loss = 5.3235e-02, PNorm = 474.1374, GNorm = 0.1276, lr_0 = 9.9356e-04
Validation prc-auc = 0.041859
Epoch 9141
Loss = 3.7183e-02, PNorm = 474.1608, GNorm = 2.0351, lr_0 = 9.9356e-04
Validation prc-auc = 0.050001
Epoch 9142
Loss = 2.1723e-02, PNorm = 474.1936, GNorm = 0.7486, lr_0 = 9.9356e-04
Validation prc-auc = 0.057216
Epoch 9143
Loss = 3.6441e-02, PNorm = 474.2130, GNorm = 1.9964, lr_0 = 9.9356e-04
Validation prc-auc = 0.059203
Epoch 9144
Loss = 4.4936e-02, PNorm = 474.2398, GNorm = 0.1816, lr_0 = 9.9356e-04
Validation prc-auc = 0.055940
Epoch 9145
Loss = 8.0431e-02, PNorm = 474.2673, GNorm = 2.0259, lr_0 = 9.9356e-04
Validation prc-auc = 0.048636
Epoch 9146
Loss = 1.2636e-02, PNorm = 474.2935, GNorm = 0.2766, lr_0 = 9.9355e-04
Validation prc-auc = 0.046649
Epoch 9147
Loss = 1.5811e-02, PNorm = 474.3113, GNorm = 1.0308, lr_0 = 9.9355e-04
Validation prc-auc = 0.052035
Epoch 9148
Loss = 3.2866e-03, PNorm = 474.3290, GNorm = 0.1918, lr_0 = 9.9355e-04
Validation prc-auc = 0.051098
Epoch 9149
Loss = 3.8461e-03, PNorm = 474.3491, GNorm = 0.1892, lr_0 = 9.9355e-04
Loss = 1.3848e-02, PNorm = 474.3651, GNorm = 1.7938, lr_0 = 9.9355e-04
Validation prc-auc = 0.055340
Epoch 9150
Loss = 4.4757e-02, PNorm = 474.3814, GNorm = 0.4682, lr_0 = 9.9355e-04
Validation prc-auc = 0.061939
Epoch 9151
Loss = 4.2329e-02, PNorm = 474.3992, GNorm = 1.3666, lr_0 = 9.9355e-04
Validation prc-auc = 0.065623
Epoch 9152
Loss = 5.7659e-02, PNorm = 474.4214, GNorm = 1.4265, lr_0 = 9.9355e-04
Validation prc-auc = 0.059576
Epoch 9153
Loss = 2.9117e-02, PNorm = 474.4486, GNorm = 1.6155, lr_0 = 9.9355e-04
Validation prc-auc = 0.065103
Epoch 9154
Loss = 2.1886e-02, PNorm = 474.4738, GNorm = 0.4532, lr_0 = 9.9355e-04
Validation prc-auc = 0.063702
Epoch 9155
Loss = 3.8252e-02, PNorm = 474.4938, GNorm = 0.1741, lr_0 = 9.9355e-04
Validation prc-auc = 0.066988
Epoch 9156
Loss = 7.3298e-02, PNorm = 474.5146, GNorm = 2.5777, lr_0 = 9.9355e-04
Validation prc-auc = 0.070624
Epoch 9157
Loss = 2.6621e-02, PNorm = 474.5480, GNorm = 0.9278, lr_0 = 9.9355e-04
Validation prc-auc = 0.070720
Epoch 9158
Loss = 2.0944e-02, PNorm = 474.5812, GNorm = 0.2925, lr_0 = 9.9355e-04
Validation prc-auc = 0.071568
Epoch 9159
Loss = 3.2076e-02, PNorm = 474.6138, GNorm = 1.2362, lr_0 = 9.9354e-04
Loss = 4.1323e-02, PNorm = 474.6353, GNorm = 0.8941, lr_0 = 9.9354e-04
Validation prc-auc = 0.076831
Epoch 9160
Loss = 3.1713e-02, PNorm = 474.6568, GNorm = 4.0284, lr_0 = 9.9354e-04
Validation prc-auc = 0.077166
Epoch 9161
Loss = 6.0794e-02, PNorm = 474.6874, GNorm = 0.8496, lr_0 = 9.9354e-04
Validation prc-auc = 0.068964
Epoch 9162
Loss = 3.7914e-02, PNorm = 474.7137, GNorm = 1.4524, lr_0 = 9.9354e-04
Validation prc-auc = 0.060677
Epoch 9163
Loss = 3.8495e-02, PNorm = 474.7410, GNorm = 1.1556, lr_0 = 9.9354e-04
Validation prc-auc = 0.063089
Epoch 9164
Loss = 3.5207e-02, PNorm = 474.7696, GNorm = 0.4597, lr_0 = 9.9354e-04
Validation prc-auc = 0.061512
Epoch 9165
Loss = 3.5816e-02, PNorm = 474.7947, GNorm = 1.1291, lr_0 = 9.9354e-04
Validation prc-auc = 0.055145
Epoch 9166
Loss = 6.2655e-02, PNorm = 474.8255, GNorm = 2.2188, lr_0 = 9.9354e-04
Validation prc-auc = 0.054774
Epoch 9167
Loss = 7.5624e-03, PNorm = 474.8541, GNorm = 0.6910, lr_0 = 9.9354e-04
Validation prc-auc = 0.046723
Epoch 9168
Loss = 2.4794e-02, PNorm = 474.8778, GNorm = 0.4373, lr_0 = 9.9354e-04
Validation prc-auc = 0.045510
Epoch 9169
Loss = 8.6529e-03, PNorm = 474.9044, GNorm = 0.4734, lr_0 = 9.9354e-04
Loss = 1.6960e-02, PNorm = 474.9306, GNorm = 1.9359, lr_0 = 9.9354e-04
Validation prc-auc = 0.048201
Epoch 9170
Loss = 2.8296e-02, PNorm = 474.9513, GNorm = 0.5524, lr_0 = 9.9354e-04
Validation prc-auc = 0.050780
Epoch 9171
Loss = 5.1417e-02, PNorm = 474.9736, GNorm = 1.8456, lr_0 = 9.9354e-04
Validation prc-auc = 0.051949
Epoch 9172
Loss = 1.2532e-01, PNorm = 475.0187, GNorm = 2.3712, lr_0 = 9.9353e-04
Validation prc-auc = 0.050939
Epoch 9173
Loss = 2.7090e-02, PNorm = 475.0731, GNorm = 0.1542, lr_0 = 9.9353e-04
Validation prc-auc = 0.052234
Epoch 9174
Loss = 2.9659e-02, PNorm = 475.1066, GNorm = 1.1107, lr_0 = 9.9353e-04
Validation prc-auc = 0.055011
Epoch 9175
Loss = 2.9205e-02, PNorm = 475.1217, GNorm = 0.7925, lr_0 = 9.9353e-04
Validation prc-auc = 0.060476
Epoch 9176
Loss = 4.6514e-02, PNorm = 475.1345, GNorm = 1.0037, lr_0 = 9.9353e-04
Validation prc-auc = 0.058059
Epoch 9177
Loss = 8.2137e-03, PNorm = 475.1639, GNorm = 0.6432, lr_0 = 9.9353e-04
Validation prc-auc = 0.053153
Epoch 9178
Loss = 2.3057e-03, PNorm = 475.1945, GNorm = 0.0233, lr_0 = 9.9353e-04
Validation prc-auc = 0.052173
Epoch 9179
Loss = 1.3695e-02, PNorm = 475.2219, GNorm = 0.6230, lr_0 = 9.9353e-04
Loss = 4.4347e-02, PNorm = 475.2462, GNorm = 0.1176, lr_0 = 9.9353e-04
Validation prc-auc = 0.063801
Epoch 9180
Loss = 1.8617e-02, PNorm = 475.2656, GNorm = 0.2040, lr_0 = 9.9353e-04
Validation prc-auc = 0.062076
Epoch 9181
Loss = 1.4611e-02, PNorm = 475.2817, GNorm = 0.0868, lr_0 = 9.9353e-04
Validation prc-auc = 0.058713
Epoch 9182
Loss = 5.1262e-02, PNorm = 475.2982, GNorm = 2.2823, lr_0 = 9.9353e-04
Validation prc-auc = 0.042331
Epoch 9183
Loss = 1.4097e-02, PNorm = 475.3172, GNorm = 0.5944, lr_0 = 9.9353e-04
Validation prc-auc = 0.041652
Epoch 9184
Loss = 2.2972e-02, PNorm = 475.3348, GNorm = 1.8173, lr_0 = 9.9353e-04
Validation prc-auc = 0.045103
Epoch 9185
Loss = 8.9218e-02, PNorm = 475.3534, GNorm = 0.2077, lr_0 = 9.9352e-04
Validation prc-auc = 0.038143
Epoch 9186
Loss = 3.1065e-02, PNorm = 475.3801, GNorm = 0.5211, lr_0 = 9.9352e-04
Validation prc-auc = 0.036303
Epoch 9187
Loss = 3.0031e-02, PNorm = 475.4039, GNorm = 2.0951, lr_0 = 9.9352e-04
Validation prc-auc = 0.036942
Epoch 9188
Loss = 3.7068e-02, PNorm = 475.4262, GNorm = 2.0497, lr_0 = 9.9352e-04
Validation prc-auc = 0.042316
Epoch 9189
Loss = 3.3975e-03, PNorm = 475.4516, GNorm = 0.1140, lr_0 = 9.9352e-04
Loss = 2.4264e-02, PNorm = 475.4758, GNorm = 1.4896, lr_0 = 9.9352e-04
Validation prc-auc = 0.044968
Epoch 9190
Loss = 3.2790e-02, PNorm = 475.4931, GNorm = 0.2421, lr_0 = 9.9352e-04
Validation prc-auc = 0.046100
Epoch 9191
Loss = 2.7059e-02, PNorm = 475.5146, GNorm = 3.5574, lr_0 = 9.9352e-04
Validation prc-auc = 0.043915
Epoch 9192
Loss = 2.0324e-02, PNorm = 475.5422, GNorm = 1.9044, lr_0 = 9.9352e-04
Validation prc-auc = 0.047096
Epoch 9193
Loss = 4.2212e-02, PNorm = 475.5614, GNorm = 0.0384, lr_0 = 9.9352e-04
Validation prc-auc = 0.051516
Epoch 9194
Loss = 1.4028e-02, PNorm = 475.5815, GNorm = 0.0239, lr_0 = 9.9352e-04
Validation prc-auc = 0.050708
Epoch 9195
Loss = 4.9090e-02, PNorm = 475.6052, GNorm = 0.2141, lr_0 = 9.9352e-04
Validation prc-auc = 0.040276
Epoch 9196
Loss = 1.8569e-02, PNorm = 475.6329, GNorm = 0.3916, lr_0 = 9.9352e-04
Validation prc-auc = 0.040555
Epoch 9197
Loss = 1.5791e-02, PNorm = 475.6567, GNorm = 0.8070, lr_0 = 9.9352e-04
Validation prc-auc = 0.038946
Epoch 9198
Loss = 6.5186e-02, PNorm = 475.6783, GNorm = 1.7196, lr_0 = 9.9352e-04
Validation prc-auc = 0.042966
Epoch 9199
Loss = 6.6003e-03, PNorm = 475.6908, GNorm = 0.2851, lr_0 = 9.9351e-04
Loss = 1.8870e-02, PNorm = 475.7037, GNorm = 0.1835, lr_0 = 9.9351e-04
Validation prc-auc = 0.041324
Epoch 9200
Loss = 3.2629e-02, PNorm = 475.7222, GNorm = 1.2435, lr_0 = 9.9351e-04
Validation prc-auc = 0.044683
Epoch 9201
Loss = 3.2173e-02, PNorm = 475.7438, GNorm = 0.3952, lr_0 = 9.9351e-04
Validation prc-auc = 0.037447
Epoch 9202
Loss = 7.7851e-03, PNorm = 475.7658, GNorm = 0.1802, lr_0 = 9.9351e-04
Validation prc-auc = 0.043254
Epoch 9203
Loss = 4.3884e-02, PNorm = 475.7818, GNorm = 1.8001, lr_0 = 9.9351e-04
Validation prc-auc = 0.044047
Epoch 9204
Loss = 4.2198e-02, PNorm = 475.7986, GNorm = 0.3702, lr_0 = 9.9351e-04
Validation prc-auc = 0.046016
Epoch 9205
Loss = 9.6392e-03, PNorm = 475.8211, GNorm = 0.1838, lr_0 = 9.9351e-04
Validation prc-auc = 0.048142
Epoch 9206
Loss = 7.7660e-02, PNorm = 475.8365, GNorm = 1.4142, lr_0 = 9.9351e-04
Validation prc-auc = 0.046004
Epoch 9207
Loss = 2.3373e-02, PNorm = 475.8635, GNorm = 0.1875, lr_0 = 9.9351e-04
Validation prc-auc = 0.047428
Epoch 9208
Loss = 6.9868e-03, PNorm = 475.8867, GNorm = 0.0327, lr_0 = 9.9351e-04
Validation prc-auc = 0.051808
Epoch 9209
Loss = 4.1159e-03, PNorm = 475.9029, GNorm = 0.2234, lr_0 = 9.9351e-04
Loss = 3.5589e-02, PNorm = 475.9162, GNorm = 0.8890, lr_0 = 9.9351e-04
Validation prc-auc = 0.045233
Epoch 9210
Loss = 2.6336e-02, PNorm = 475.9322, GNorm = 0.0939, lr_0 = 9.9351e-04
Validation prc-auc = 0.044854
Epoch 9211
Loss = 1.7624e-02, PNorm = 475.9475, GNorm = 0.0824, lr_0 = 9.9351e-04
Validation prc-auc = 0.046783
Epoch 9212
Loss = 7.8297e-03, PNorm = 475.9610, GNorm = 0.0409, lr_0 = 9.9350e-04
Validation prc-auc = 0.041626
Epoch 9213
Loss = 3.0010e-02, PNorm = 475.9804, GNorm = 0.2543, lr_0 = 9.9350e-04
Validation prc-auc = 0.042091
Epoch 9214
Loss = 4.7520e-02, PNorm = 476.0029, GNorm = 1.4288, lr_0 = 9.9350e-04
Validation prc-auc = 0.042046
Epoch 9215
Loss = 4.6401e-02, PNorm = 476.0291, GNorm = 1.2232, lr_0 = 9.9350e-04
Validation prc-auc = 0.043498
Epoch 9216
Loss = 8.4059e-02, PNorm = 476.0572, GNorm = 2.6861, lr_0 = 9.9350e-04
Validation prc-auc = 0.044439
Epoch 9217
Loss = 2.5942e-02, PNorm = 476.0914, GNorm = 1.4738, lr_0 = 9.9350e-04
Validation prc-auc = 0.044522
Epoch 9218
Loss = 3.4767e-02, PNorm = 476.1145, GNorm = 1.9907, lr_0 = 9.9350e-04
Validation prc-auc = 0.043479
Epoch 9219
Loss = 3.2389e-02, PNorm = 476.1279, GNorm = 1.2996, lr_0 = 9.9350e-04
Loss = 1.8184e-02, PNorm = 476.1448, GNorm = 0.8442, lr_0 = 9.9350e-04
Validation prc-auc = 0.044621
Epoch 9220
Loss = 1.0756e-02, PNorm = 476.1675, GNorm = 0.3304, lr_0 = 9.9350e-04
Validation prc-auc = 0.051022
Epoch 9221
Loss = 3.8164e-02, PNorm = 476.1821, GNorm = 0.0454, lr_0 = 9.9350e-04
Validation prc-auc = 0.048000
Epoch 9222
Loss = 2.3493e-02, PNorm = 476.2056, GNorm = 1.8043, lr_0 = 9.9350e-04
Validation prc-auc = 0.047660
Epoch 9223
Loss = 4.3720e-03, PNorm = 476.2347, GNorm = 0.3219, lr_0 = 9.9350e-04
Validation prc-auc = 0.052412
Epoch 9224
Loss = 1.8533e-02, PNorm = 476.2528, GNorm = 0.6093, lr_0 = 9.9350e-04
Validation prc-auc = 0.053280
Epoch 9225
Loss = 2.2320e-02, PNorm = 476.2663, GNorm = 1.8010, lr_0 = 9.9349e-04
Validation prc-auc = 0.048800
Epoch 9226
Loss = 3.8159e-02, PNorm = 476.2790, GNorm = 1.1223, lr_0 = 9.9349e-04
Validation prc-auc = 0.040697
Epoch 9227
Loss = 1.3861e-02, PNorm = 476.2979, GNorm = 0.6916, lr_0 = 9.9349e-04
Validation prc-auc = 0.045190
Epoch 9228
Loss = 2.4064e-02, PNorm = 476.3146, GNorm = 0.2489, lr_0 = 9.9349e-04
Validation prc-auc = 0.045089
Epoch 9229
Loss = 4.4384e-03, PNorm = 476.3305, GNorm = 0.3810, lr_0 = 9.9349e-04
Loss = 1.0701e-02, PNorm = 476.3464, GNorm = 1.0057, lr_0 = 9.9349e-04
Validation prc-auc = 0.044716
Epoch 9230
Loss = 3.2723e-02, PNorm = 476.3726, GNorm = 1.6061, lr_0 = 9.9349e-04
Validation prc-auc = 0.045056
Epoch 9231
Loss = 3.6777e-02, PNorm = 476.3964, GNorm = 0.0089, lr_0 = 9.9349e-04
Validation prc-auc = 0.048570
Epoch 9232
Loss = 5.0389e-02, PNorm = 476.4164, GNorm = 0.3516, lr_0 = 9.9349e-04
Validation prc-auc = 0.050682
Epoch 9233
Loss = 6.3557e-02, PNorm = 476.4443, GNorm = 0.2582, lr_0 = 9.9349e-04
Validation prc-auc = 0.050965
Epoch 9234
Loss = 2.5999e-02, PNorm = 476.4822, GNorm = 0.6803, lr_0 = 9.9349e-04
Validation prc-auc = 0.044209
Epoch 9235
Loss = 4.1687e-02, PNorm = 476.5118, GNorm = 0.5809, lr_0 = 9.9349e-04
Validation prc-auc = 0.044736
Epoch 9236
Loss = 2.1537e-02, PNorm = 476.5327, GNorm = 1.9869, lr_0 = 9.9349e-04
Validation prc-auc = 0.047023
Epoch 9237
Loss = 2.7189e-02, PNorm = 476.5500, GNorm = 0.3255, lr_0 = 9.9349e-04
Validation prc-auc = 0.049862
Epoch 9238
Loss = 5.3906e-02, PNorm = 476.5690, GNorm = 2.4226, lr_0 = 9.9349e-04
Validation prc-auc = 0.049265
Epoch 9239
Loss = 1.4093e-01, PNorm = 476.5953, GNorm = 2.9287, lr_0 = 9.9348e-04
Loss = 1.9790e-02, PNorm = 476.6240, GNorm = 2.0878, lr_0 = 9.9348e-04
Validation prc-auc = 0.041164
Epoch 9240
Loss = 2.9230e-02, PNorm = 476.6511, GNorm = 0.2909, lr_0 = 9.9348e-04
Validation prc-auc = 0.035612
Epoch 9241
Loss = 1.4270e-02, PNorm = 476.6758, GNorm = 0.6031, lr_0 = 9.9348e-04
Validation prc-auc = 0.034237
Epoch 9242
Loss = 5.3095e-02, PNorm = 476.6972, GNorm = 1.3421, lr_0 = 9.9348e-04
Validation prc-auc = 0.031763
Epoch 9243
Loss = 2.1341e-02, PNorm = 476.7223, GNorm = 1.9474, lr_0 = 9.9348e-04
Validation prc-auc = 0.029243
Epoch 9244
Loss = 2.9497e-02, PNorm = 476.7512, GNorm = 1.3296, lr_0 = 9.9348e-04
Validation prc-auc = 0.027831
Epoch 9245
Loss = 1.3192e-02, PNorm = 476.7814, GNorm = 0.1680, lr_0 = 9.9348e-04
Validation prc-auc = 0.033891
Epoch 9246
Loss = 2.5040e-02, PNorm = 476.8022, GNorm = 0.0312, lr_0 = 9.9348e-04
Validation prc-auc = 0.036549
Epoch 9247
Loss = 1.2228e-02, PNorm = 476.8308, GNorm = 0.0471, lr_0 = 9.9348e-04
Validation prc-auc = 0.033213
Epoch 9248
Loss = 1.0064e-02, PNorm = 476.8563, GNorm = 1.2566, lr_0 = 9.9348e-04
Validation prc-auc = 0.034188
Epoch 9249
Loss = 2.3750e-03, PNorm = 476.8912, GNorm = 0.3083, lr_0 = 9.9348e-04
Loss = 3.9169e-02, PNorm = 476.9290, GNorm = 0.0791, lr_0 = 9.9348e-04
Validation prc-auc = 0.039912
Epoch 9250
Loss = 2.9578e-02, PNorm = 476.9576, GNorm = 0.8795, lr_0 = 9.9348e-04
Validation prc-auc = 0.042963
Epoch 9251
Loss = 5.9252e-02, PNorm = 476.9826, GNorm = 0.1204, lr_0 = 9.9348e-04
Validation prc-auc = 0.038838
Epoch 9252
Loss = 2.4262e-02, PNorm = 477.0114, GNorm = 0.2602, lr_0 = 9.9347e-04
Validation prc-auc = 0.035387
Epoch 9253
Loss = 1.4234e-02, PNorm = 477.0392, GNorm = 0.1021, lr_0 = 9.9347e-04
Validation prc-auc = 0.035349
Epoch 9254
Loss = 9.6601e-03, PNorm = 477.0607, GNorm = 1.2151, lr_0 = 9.9347e-04
Validation prc-auc = 0.033509
Epoch 9255
Loss = 4.1266e-02, PNorm = 477.0855, GNorm = 1.9852, lr_0 = 9.9347e-04
Validation prc-auc = 0.031203
Epoch 9256
Loss = 1.8420e-02, PNorm = 477.1082, GNorm = 0.2324, lr_0 = 9.9347e-04
Validation prc-auc = 0.034464
Epoch 9257
Loss = 5.3104e-02, PNorm = 477.1345, GNorm = 0.0709, lr_0 = 9.9347e-04
Validation prc-auc = 0.036032
Epoch 9258
Loss = 4.1141e-02, PNorm = 477.1650, GNorm = 0.5004, lr_0 = 9.9347e-04
Validation prc-auc = 0.039663
Epoch 9259
Loss = 6.9094e-04, PNorm = 477.2091, GNorm = 0.0345, lr_0 = 9.9347e-04
Loss = 1.5156e-02, PNorm = 477.2424, GNorm = 2.3065, lr_0 = 9.9347e-04
Validation prc-auc = 0.051366
Epoch 9260
Loss = 3.3307e-02, PNorm = 477.2678, GNorm = 1.3550, lr_0 = 9.9347e-04
Validation prc-auc = 0.039996
Epoch 9261
Loss = 3.5994e-02, PNorm = 477.2891, GNorm = 0.1251, lr_0 = 9.9347e-04
Validation prc-auc = 0.039907
Epoch 9262
Loss = 1.6338e-02, PNorm = 477.3154, GNorm = 0.3277, lr_0 = 9.9347e-04
Validation prc-auc = 0.062086
Epoch 9263
Loss = 2.3714e-02, PNorm = 477.3352, GNorm = 1.1378, lr_0 = 9.9347e-04
Validation prc-auc = 0.060165
Epoch 9264
Loss = 1.0048e-01, PNorm = 477.3490, GNorm = 1.4972, lr_0 = 9.9347e-04
Validation prc-auc = 0.041428
Epoch 9265
Loss = 1.7102e-02, PNorm = 477.3698, GNorm = 1.7036, lr_0 = 9.9346e-04
Validation prc-auc = 0.039352
Epoch 9266
Loss = 4.5273e-02, PNorm = 477.3994, GNorm = 1.7144, lr_0 = 9.9346e-04
Validation prc-auc = 0.044184
Epoch 9267
Loss = 4.3974e-02, PNorm = 477.4322, GNorm = 0.1387, lr_0 = 9.9346e-04
Validation prc-auc = 0.042783
Epoch 9268
Loss = 5.7541e-02, PNorm = 477.4655, GNorm = 1.7341, lr_0 = 9.9346e-04
Validation prc-auc = 0.040810
Epoch 9269
Loss = 5.4987e-03, PNorm = 477.4952, GNorm = 0.3028, lr_0 = 9.9346e-04
Loss = 2.6565e-02, PNorm = 477.5211, GNorm = 0.6445, lr_0 = 9.9346e-04
Validation prc-auc = 0.044677
Epoch 9270
Loss = 1.5370e-02, PNorm = 477.5393, GNorm = 0.3968, lr_0 = 9.9346e-04
Validation prc-auc = 0.039772
Epoch 9271
Loss = 2.7285e-02, PNorm = 477.5573, GNorm = 0.0817, lr_0 = 9.9346e-04
Validation prc-auc = 0.045421
Epoch 9272
Loss = 4.8716e-02, PNorm = 477.5839, GNorm = 0.1903, lr_0 = 9.9346e-04
Validation prc-auc = 0.049663
Epoch 9273
Loss = 3.0409e-02, PNorm = 477.6020, GNorm = 0.9194, lr_0 = 9.9346e-04
Validation prc-auc = 0.052334
Epoch 9274
Loss = 3.6738e-02, PNorm = 477.6337, GNorm = 0.0641, lr_0 = 9.9346e-04
Validation prc-auc = 0.050583
Epoch 9275
Loss = 2.2853e-02, PNorm = 477.6692, GNorm = 1.9903, lr_0 = 9.9346e-04
Validation prc-auc = 0.051919
Epoch 9276
Loss = 4.6946e-02, PNorm = 477.6958, GNorm = 1.9280, lr_0 = 9.9346e-04
Validation prc-auc = 0.050863
Epoch 9277
Loss = 4.0292e-02, PNorm = 477.7258, GNorm = 0.9620, lr_0 = 9.9346e-04
Validation prc-auc = 0.046544
Epoch 9278
Loss = 3.1067e-02, PNorm = 477.7555, GNorm = 0.5290, lr_0 = 9.9346e-04
Validation prc-auc = 0.050971
Epoch 9279
Loss = 2.9116e-02, PNorm = 477.7725, GNorm = 1.7649, lr_0 = 9.9345e-04
Loss = 3.8916e-02, PNorm = 477.8092, GNorm = 2.7638, lr_0 = 9.9345e-04
Validation prc-auc = 0.052666
Epoch 9280
Loss = 1.5535e-02, PNorm = 477.8473, GNorm = 0.7349, lr_0 = 9.9345e-04
Validation prc-auc = 0.055139
Epoch 9281
Loss = 3.8553e-02, PNorm = 477.8732, GNorm = 1.8313, lr_0 = 9.9345e-04
Validation prc-auc = 0.054441
Epoch 9282
Loss = 2.0775e-02, PNorm = 477.8927, GNorm = 0.3862, lr_0 = 9.9345e-04
Validation prc-auc = 0.060253
Epoch 9283
Loss = 5.8075e-02, PNorm = 477.9143, GNorm = 0.9798, lr_0 = 9.9345e-04
Validation prc-auc = 0.054540
Epoch 9284
Loss = 2.5346e-02, PNorm = 477.9401, GNorm = 0.3581, lr_0 = 9.9345e-04
Validation prc-auc = 0.053025
Epoch 9285
Loss = 1.5584e-02, PNorm = 477.9747, GNorm = 0.5887, lr_0 = 9.9345e-04
Validation prc-auc = 0.046259
Epoch 9286
Loss = 3.9789e-02, PNorm = 478.0148, GNorm = 2.2497, lr_0 = 9.9345e-04
Validation prc-auc = 0.050077
Epoch 9287
Loss = 7.4971e-03, PNorm = 478.0514, GNorm = 0.5223, lr_0 = 9.9345e-04
Validation prc-auc = 0.048972
Epoch 9288
Loss = 2.0766e-02, PNorm = 478.0868, GNorm = 0.7187, lr_0 = 9.9345e-04
Validation prc-auc = 0.057258
Epoch 9289
Loss = 2.1822e-03, PNorm = 478.1225, GNorm = 0.1705, lr_0 = 9.9345e-04
Loss = 1.2639e-02, PNorm = 478.1485, GNorm = 1.4316, lr_0 = 9.9345e-04
Validation prc-auc = 0.056745
Epoch 9290
Loss = 8.7410e-02, PNorm = 478.1686, GNorm = 0.2400, lr_0 = 9.9345e-04
Validation prc-auc = 0.040400
Epoch 9291
Loss = 1.9633e-02, PNorm = 478.2027, GNorm = 0.5303, lr_0 = 9.9344e-04
Validation prc-auc = 0.048937
Epoch 9292
Loss = 5.3587e-02, PNorm = 478.2343, GNorm = 0.1659, lr_0 = 9.9344e-04
Validation prc-auc = 0.048739
Epoch 9293
Loss = 2.6318e-02, PNorm = 478.2616, GNorm = 0.0784, lr_0 = 9.9344e-04
Validation prc-auc = 0.047031
Epoch 9294
Loss = 2.5033e-02, PNorm = 478.2930, GNorm = 0.3898, lr_0 = 9.9344e-04
Validation prc-auc = 0.048181
Epoch 9295
Loss = 7.0449e-03, PNorm = 478.3163, GNorm = 0.1791, lr_0 = 9.9344e-04
Validation prc-auc = 0.046089
Epoch 9296
Loss = 4.3076e-02, PNorm = 478.3359, GNorm = 1.5350, lr_0 = 9.9344e-04
Validation prc-auc = 0.042443
Epoch 9297
Loss = 3.4044e-02, PNorm = 478.3733, GNorm = 1.5826, lr_0 = 9.9344e-04
Validation prc-auc = 0.042842
Epoch 9298
Loss = 8.3082e-03, PNorm = 478.4099, GNorm = 0.0849, lr_0 = 9.9344e-04
Validation prc-auc = 0.045645
Epoch 9299
Loss = 3.1695e-03, PNorm = 478.4308, GNorm = 0.0964, lr_0 = 9.9344e-04
Loss = 3.0926e-02, PNorm = 478.4501, GNorm = 2.9793, lr_0 = 9.9344e-04
Validation prc-auc = 0.048592
Epoch 9300
Loss = 6.5769e-02, PNorm = 478.4681, GNorm = 1.5853, lr_0 = 9.9344e-04
Validation prc-auc = 0.047467
Epoch 9301
Loss = 2.1602e-02, PNorm = 478.4950, GNorm = 0.5798, lr_0 = 9.9344e-04
Validation prc-auc = 0.050930
Epoch 9302
Loss = 3.0550e-02, PNorm = 478.5228, GNorm = 0.0404, lr_0 = 9.9344e-04
Validation prc-auc = 0.053623
Epoch 9303
Loss = 2.4672e-02, PNorm = 478.5397, GNorm = 0.9237, lr_0 = 9.9344e-04
Validation prc-auc = 0.050262
Epoch 9304
Loss = 1.8170e-02, PNorm = 478.5571, GNorm = 1.3267, lr_0 = 9.9344e-04
Validation prc-auc = 0.050205
Epoch 9305
Loss = 2.1055e-02, PNorm = 478.5744, GNorm = 2.6195, lr_0 = 9.9343e-04
Validation prc-auc = 0.054365
Epoch 9306
Loss = 8.2872e-03, PNorm = 478.5967, GNorm = 0.2195, lr_0 = 9.9343e-04
Validation prc-auc = 0.052791
Epoch 9307
Loss = 2.0532e-02, PNorm = 478.6143, GNorm = 1.5516, lr_0 = 9.9343e-04
Validation prc-auc = 0.053646
Epoch 9308
Loss = 3.0862e-02, PNorm = 478.6319, GNorm = 1.1190, lr_0 = 9.9343e-04
Validation prc-auc = 0.057021
Epoch 9309
Loss = 5.7077e-03, PNorm = 478.6472, GNorm = 0.2788, lr_0 = 9.9343e-04
Loss = 6.5001e-02, PNorm = 478.6736, GNorm = 3.0262, lr_0 = 9.9343e-04
Validation prc-auc = 0.064087
Epoch 9310
Loss = 1.3851e-02, PNorm = 478.7130, GNorm = 0.0926, lr_0 = 9.9343e-04
Validation prc-auc = 0.054755
Epoch 9311
Loss = 6.4363e-03, PNorm = 478.7347, GNorm = 1.4669, lr_0 = 9.9343e-04
Validation prc-auc = 0.053417
Epoch 9312
Loss = 4.6667e-02, PNorm = 478.7479, GNorm = 0.1916, lr_0 = 9.9343e-04
Validation prc-auc = 0.047359
Epoch 9313
Loss = 2.2558e-02, PNorm = 478.7668, GNorm = 3.5897, lr_0 = 9.9343e-04
Validation prc-auc = 0.052451
Epoch 9314
Loss = 6.5337e-02, PNorm = 478.7898, GNorm = 0.0262, lr_0 = 9.9343e-04
Validation prc-auc = 0.051691
Epoch 9315
Loss = 9.6652e-02, PNorm = 478.8067, GNorm = 1.8918, lr_0 = 9.9343e-04
Validation prc-auc = 0.057231
Epoch 9316
Loss = 1.1244e-02, PNorm = 478.8274, GNorm = 0.3514, lr_0 = 9.9343e-04
Validation prc-auc = 0.057938
Epoch 9317
Loss = 4.8582e-03, PNorm = 478.8487, GNorm = 0.1746, lr_0 = 9.9343e-04
Validation prc-auc = 0.058819
Epoch 9318
Loss = 1.6246e-02, PNorm = 478.8696, GNorm = 0.4583, lr_0 = 9.9343e-04
Validation prc-auc = 0.060880
Epoch 9319
Loss = 8.2892e-04, PNorm = 478.8923, GNorm = 0.0335, lr_0 = 9.9342e-04
Loss = 4.1036e-02, PNorm = 478.9147, GNorm = 0.2563, lr_0 = 9.9342e-04
Validation prc-auc = 0.055625
Epoch 9320
Loss = 3.5699e-02, PNorm = 478.9427, GNorm = 0.0351, lr_0 = 9.9342e-04
Validation prc-auc = 0.059490
Epoch 9321
Loss = 6.3464e-03, PNorm = 478.9649, GNorm = 0.0806, lr_0 = 9.9342e-04
Validation prc-auc = 0.054086
Epoch 9322
Loss = 3.7941e-02, PNorm = 478.9757, GNorm = 1.8510, lr_0 = 9.9342e-04
Validation prc-auc = 0.051262
Epoch 9323
Loss = 4.4947e-02, PNorm = 478.9959, GNorm = 0.1310, lr_0 = 9.9342e-04
Validation prc-auc = 0.049441
Epoch 9324
Loss = 2.2210e-02, PNorm = 479.0302, GNorm = 1.1836, lr_0 = 9.9342e-04
Validation prc-auc = 0.047053
Epoch 9325
Loss = 3.1583e-02, PNorm = 479.0538, GNorm = 1.7409, lr_0 = 9.9342e-04
Validation prc-auc = 0.050584
Epoch 9326
Loss = 3.0610e-02, PNorm = 479.0663, GNorm = 1.1110, lr_0 = 9.9342e-04
Validation prc-auc = 0.043406
Epoch 9327
Loss = 2.1958e-02, PNorm = 479.0869, GNorm = 1.7696, lr_0 = 9.9342e-04
Validation prc-auc = 0.054557
Epoch 9328
Loss = 2.1109e-02, PNorm = 479.1232, GNorm = 1.5638, lr_0 = 9.9342e-04
Validation prc-auc = 0.054153
Epoch 9329
Loss = 6.8372e-04, PNorm = 479.1529, GNorm = 0.0282, lr_0 = 9.9342e-04
Loss = 1.0143e-02, PNorm = 479.1770, GNorm = 1.0428, lr_0 = 9.9342e-04
Validation prc-auc = 0.053415
Epoch 9330
Loss = 3.0457e-02, PNorm = 479.1948, GNorm = 0.3378, lr_0 = 9.9342e-04
Validation prc-auc = 0.056979
Epoch 9331
Loss = 1.1176e-02, PNorm = 479.2115, GNorm = 0.0539, lr_0 = 9.9341e-04
Validation prc-auc = 0.050656
Epoch 9332
Loss = 1.7853e-02, PNorm = 479.2232, GNorm = 0.0269, lr_0 = 9.9341e-04
Validation prc-auc = 0.049735
Epoch 9333
Loss = 8.0571e-03, PNorm = 479.2356, GNorm = 0.4355, lr_0 = 9.9341e-04
Validation prc-auc = 0.048676
Epoch 9334
Loss = 6.9450e-03, PNorm = 479.2488, GNorm = 0.0801, lr_0 = 9.9341e-04
Validation prc-auc = 0.051989
Epoch 9335
Loss = 1.5259e-02, PNorm = 479.2683, GNorm = 0.0795, lr_0 = 9.9341e-04
Validation prc-auc = 0.045925
Epoch 9336
Loss = 9.1851e-03, PNorm = 479.2943, GNorm = 0.9763, lr_0 = 9.9341e-04
Validation prc-auc = 0.047010
Epoch 9337
Loss = 3.2590e-02, PNorm = 479.3217, GNorm = 1.7407, lr_0 = 9.9341e-04
Validation prc-auc = 0.046230
Epoch 9338
Loss = 1.0017e-01, PNorm = 479.3523, GNorm = 1.8070, lr_0 = 9.9341e-04
Validation prc-auc = 0.039121
Epoch 9339
Loss = 1.9100e-02, PNorm = 479.3731, GNorm = 0.9493, lr_0 = 9.9341e-04
Loss = 6.5894e-02, PNorm = 479.3879, GNorm = 0.6790, lr_0 = 9.9341e-04
Validation prc-auc = 0.042157
Epoch 9340
Loss = 5.6035e-02, PNorm = 479.4206, GNorm = 3.4662, lr_0 = 9.9341e-04
Validation prc-auc = 0.043985
Epoch 9341
Loss = 4.8419e-02, PNorm = 479.4690, GNorm = 2.4063, lr_0 = 9.9341e-04
Validation prc-auc = 0.041301
Epoch 9342
Loss = 3.4716e-02, PNorm = 479.5051, GNorm = 1.2419, lr_0 = 9.9341e-04
Validation prc-auc = 0.043272
Epoch 9343
Loss = 2.3989e-02, PNorm = 479.5429, GNorm = 1.1924, lr_0 = 9.9341e-04
Validation prc-auc = 0.043436
Epoch 9344
Loss = 2.6424e-02, PNorm = 479.5713, GNorm = 3.0904, lr_0 = 9.9341e-04
Validation prc-auc = 0.043237
Epoch 9345
Loss = 1.4429e-02, PNorm = 479.5945, GNorm = 1.5207, lr_0 = 9.9340e-04
Validation prc-auc = 0.044279
Epoch 9346
Loss = 5.4276e-02, PNorm = 479.6169, GNorm = 1.1696, lr_0 = 9.9340e-04
Validation prc-auc = 0.048199
Epoch 9347
Loss = 2.3339e-02, PNorm = 479.6425, GNorm = 1.7849, lr_0 = 9.9340e-04
Validation prc-auc = 0.048217
Epoch 9348
Loss = 2.1858e-03, PNorm = 479.6625, GNorm = 0.0773, lr_0 = 9.9340e-04
Validation prc-auc = 0.053330
Epoch 9349
Loss = 1.8729e-02, PNorm = 479.6755, GNorm = 0.9922, lr_0 = 9.9340e-04
Loss = 1.1046e-02, PNorm = 479.6843, GNorm = 1.4498, lr_0 = 9.9340e-04
Validation prc-auc = 0.052870
Epoch 9350
Loss = 1.4793e-02, PNorm = 479.6962, GNorm = 0.3170, lr_0 = 9.9340e-04
Validation prc-auc = 0.054661
Epoch 9351
Loss = 1.1809e-02, PNorm = 479.7129, GNorm = 0.3881, lr_0 = 9.9340e-04
Validation prc-auc = 0.047444
Epoch 9352
Loss = 2.3226e-02, PNorm = 479.7311, GNorm = 1.3322, lr_0 = 9.9340e-04
Validation prc-auc = 0.046133
Epoch 9353
Loss = 4.8306e-02, PNorm = 479.7431, GNorm = 0.4283, lr_0 = 9.9340e-04
Validation prc-auc = 0.048244
Epoch 9354
Loss = 4.9106e-02, PNorm = 479.7610, GNorm = 0.6461, lr_0 = 9.9340e-04
Validation prc-auc = 0.044017
Epoch 9355
Loss = 2.3099e-02, PNorm = 479.7904, GNorm = 0.5698, lr_0 = 9.9340e-04
Validation prc-auc = 0.043778
Epoch 9356
Loss = 1.2799e-02, PNorm = 479.8090, GNorm = 0.0605, lr_0 = 9.9340e-04
Validation prc-auc = 0.041327
Epoch 9357
Loss = 3.8388e-02, PNorm = 479.8339, GNorm = 0.1971, lr_0 = 9.9340e-04
Validation prc-auc = 0.049141
Epoch 9358
Loss = 1.0330e-01, PNorm = 479.8715, GNorm = 4.7140, lr_0 = 9.9339e-04
Validation prc-auc = 0.049879
Epoch 9359
Loss = 1.3237e-02, PNorm = 479.9136, GNorm = 0.7559, lr_0 = 9.9339e-04
Loss = 5.6561e-02, PNorm = 479.9405, GNorm = 0.5708, lr_0 = 9.9339e-04
Validation prc-auc = 0.040696
Epoch 9360
Loss = 3.7265e-02, PNorm = 479.9709, GNorm = 2.4454, lr_0 = 9.9339e-04
Validation prc-auc = 0.039782
Epoch 9361
Loss = 1.4696e-02, PNorm = 480.0076, GNorm = 0.0598, lr_0 = 9.9339e-04
Validation prc-auc = 0.043535
Epoch 9362
Loss = 2.9966e-02, PNorm = 480.0303, GNorm = 0.0625, lr_0 = 9.9339e-04
Validation prc-auc = 0.036493
Epoch 9363
Loss = 5.4114e-02, PNorm = 480.0647, GNorm = 0.8796, lr_0 = 9.9339e-04
Validation prc-auc = 0.035288
Epoch 9364
Loss = 3.7320e-02, PNorm = 480.0968, GNorm = 1.3198, lr_0 = 9.9339e-04
Validation prc-auc = 0.034255
Epoch 9365
Loss = 1.0732e-02, PNorm = 480.1223, GNorm = 1.4007, lr_0 = 9.9339e-04
Validation prc-auc = 0.034530
Epoch 9366
Loss = 4.9646e-02, PNorm = 480.1503, GNorm = 0.0981, lr_0 = 9.9339e-04
Validation prc-auc = 0.034669
Epoch 9367
Loss = 3.2033e-03, PNorm = 480.1780, GNorm = 0.1389, lr_0 = 9.9339e-04
Validation prc-auc = 0.033417
Epoch 9368
Loss = 4.0293e-02, PNorm = 480.2009, GNorm = 1.1160, lr_0 = 9.9339e-04
Validation prc-auc = 0.033818
Epoch 9369
Loss = 1.9247e-02, PNorm = 480.2270, GNorm = 0.8368, lr_0 = 9.9339e-04
Loss = 3.9241e-02, PNorm = 480.2555, GNorm = 2.2050, lr_0 = 9.9339e-04
Validation prc-auc = 0.030453
Epoch 9370
Loss = 2.0269e-02, PNorm = 480.2959, GNorm = 0.2045, lr_0 = 9.9339e-04
Validation prc-auc = 0.034357
Epoch 9371
Loss = 4.7717e-02, PNorm = 480.3244, GNorm = 0.1986, lr_0 = 9.9338e-04
Validation prc-auc = 0.029997
Epoch 9372
Loss = 4.6645e-02, PNorm = 480.3567, GNorm = 0.8737, lr_0 = 9.9338e-04
Validation prc-auc = 0.030863
Epoch 9373
Loss = 1.0778e-02, PNorm = 480.3970, GNorm = 0.3268, lr_0 = 9.9338e-04
Validation prc-auc = 0.039976
Epoch 9374
Loss = 3.1458e-02, PNorm = 480.4196, GNorm = 2.8084, lr_0 = 9.9338e-04
Validation prc-auc = 0.041758
Epoch 9375
Loss = 2.5908e-02, PNorm = 480.4362, GNorm = 0.3336, lr_0 = 9.9338e-04
Validation prc-auc = 0.043140
Epoch 9376
Loss = 1.2799e-02, PNorm = 480.4568, GNorm = 0.7505, lr_0 = 9.9338e-04
Validation prc-auc = 0.042400
Epoch 9377
Loss = 4.5287e-02, PNorm = 480.4765, GNorm = 0.0495, lr_0 = 9.9338e-04
Validation prc-auc = 0.046820
Epoch 9378
Loss = 4.1956e-02, PNorm = 480.4994, GNorm = 1.2815, lr_0 = 9.9338e-04
Validation prc-auc = 0.047316
Epoch 9379
Loss = 3.6331e-02, PNorm = 480.5162, GNorm = 1.9374, lr_0 = 9.9338e-04
Loss = 3.7006e-02, PNorm = 480.5386, GNorm = 1.9172, lr_0 = 9.9338e-04
Validation prc-auc = 0.048442
Epoch 9380
Loss = 4.8543e-02, PNorm = 480.5594, GNorm = 2.8092, lr_0 = 9.9338e-04
Validation prc-auc = 0.048961
Epoch 9381
Loss = 6.8418e-03, PNorm = 480.5778, GNorm = 0.3534, lr_0 = 9.9338e-04
Validation prc-auc = 0.048730
Epoch 9382
Loss = 2.1108e-02, PNorm = 480.5963, GNorm = 0.0342, lr_0 = 9.9338e-04
Validation prc-auc = 0.048842
Epoch 9383
Loss = 4.1516e-03, PNorm = 480.6153, GNorm = 0.1192, lr_0 = 9.9338e-04
Validation prc-auc = 0.049219
Epoch 9384
Loss = 1.3132e-02, PNorm = 480.6272, GNorm = 0.4351, lr_0 = 9.9338e-04
Validation prc-auc = 0.049990
Epoch 9385
Loss = 3.4991e-02, PNorm = 480.6407, GNorm = 0.2975, lr_0 = 9.9337e-04
Validation prc-auc = 0.049557
Epoch 9386
Loss = 1.8287e-02, PNorm = 480.6638, GNorm = 0.0736, lr_0 = 9.9337e-04
Validation prc-auc = 0.053486
Epoch 9387
Loss = 4.5925e-03, PNorm = 480.6839, GNorm = 0.3219, lr_0 = 9.9337e-04
Validation prc-auc = 0.046436
Epoch 9388
Loss = 1.0069e-01, PNorm = 480.6994, GNorm = 2.4904, lr_0 = 9.9337e-04
Validation prc-auc = 0.037824
Epoch 9389
Loss = 7.8941e-04, PNorm = 480.7153, GNorm = 0.0592, lr_0 = 9.9337e-04
Loss = 5.0070e-02, PNorm = 480.7349, GNorm = 2.8166, lr_0 = 9.9337e-04
Validation prc-auc = 0.041679
Epoch 9390
Loss = 3.5099e-02, PNorm = 480.7677, GNorm = 1.4198, lr_0 = 9.9337e-04
Validation prc-auc = 0.043376
Epoch 9391
Loss = 4.3633e-02, PNorm = 480.8054, GNorm = 2.4528, lr_0 = 9.9337e-04
Validation prc-auc = 0.042195
Epoch 9392
Loss = 4.8703e-02, PNorm = 480.8377, GNorm = 0.0366, lr_0 = 9.9337e-04
Validation prc-auc = 0.043225
Epoch 9393
Loss = 4.1706e-02, PNorm = 480.8740, GNorm = 2.2218, lr_0 = 9.9337e-04
Validation prc-auc = 0.041463
Epoch 9394
Loss = 3.8802e-02, PNorm = 480.9002, GNorm = 2.3941, lr_0 = 9.9337e-04
Validation prc-auc = 0.030014
Epoch 9395
Loss = 5.0870e-02, PNorm = 480.9282, GNorm = 2.3082, lr_0 = 9.9337e-04
Validation prc-auc = 0.033042
Epoch 9396
Loss = 3.9226e-02, PNorm = 480.9569, GNorm = 0.6846, lr_0 = 9.9337e-04
Validation prc-auc = 0.033763
Epoch 9397
Loss = 2.3314e-02, PNorm = 480.9754, GNorm = 1.8908, lr_0 = 9.9337e-04
Validation prc-auc = 0.028771
Epoch 9398
Loss = 7.7196e-03, PNorm = 480.9934, GNorm = 0.0631, lr_0 = 9.9336e-04
Validation prc-auc = 0.033976
Epoch 9399
Loss = 9.0358e-04, PNorm = 481.0127, GNorm = 0.0944, lr_0 = 9.9336e-04
Loss = 2.8202e-02, PNorm = 481.0271, GNorm = 0.2116, lr_0 = 9.9336e-04
Validation prc-auc = 0.035820
Epoch 9400
Loss = 2.1580e-02, PNorm = 481.0430, GNorm = 1.7962, lr_0 = 9.9336e-04
Validation prc-auc = 0.041464
Epoch 9401
Loss = 1.2683e-02, PNorm = 481.0596, GNorm = 1.4680, lr_0 = 9.9336e-04
Validation prc-auc = 0.041617
Epoch 9402
Loss = 2.2857e-02, PNorm = 481.0749, GNorm = 3.0875, lr_0 = 9.9336e-04
Validation prc-auc = 0.042208
Epoch 9403
Loss = 8.3247e-03, PNorm = 481.0977, GNorm = 0.5810, lr_0 = 9.9336e-04
Validation prc-auc = 0.045864
Epoch 9404
Loss = 2.7066e-02, PNorm = 481.1136, GNorm = 1.7185, lr_0 = 9.9336e-04
Validation prc-auc = 0.039600
Epoch 9405
Loss = 4.5041e-02, PNorm = 481.1275, GNorm = 4.2366, lr_0 = 9.9336e-04
Validation prc-auc = 0.041660
Epoch 9406
Loss = 7.4907e-03, PNorm = 481.1536, GNorm = 0.1261, lr_0 = 9.9336e-04
Validation prc-auc = 0.047598
Epoch 9407
Loss = 1.0523e-02, PNorm = 481.1765, GNorm = 0.3579, lr_0 = 9.9336e-04
Validation prc-auc = 0.048913
Epoch 9408
Loss = 9.8455e-03, PNorm = 481.1945, GNorm = 1.2147, lr_0 = 9.9336e-04
Validation prc-auc = 0.037030
Epoch 9409
Loss = 7.6976e-03, PNorm = 481.2148, GNorm = 0.4532, lr_0 = 9.9336e-04
Loss = 2.3123e-02, PNorm = 481.2350, GNorm = 0.0827, lr_0 = 9.9336e-04
Validation prc-auc = 0.041360
Epoch 9410
Loss = 8.7208e-03, PNorm = 481.2522, GNorm = 0.0968, lr_0 = 9.9336e-04
Validation prc-auc = 0.042374
Epoch 9411
Loss = 5.4268e-02, PNorm = 481.2682, GNorm = 0.5779, lr_0 = 9.9335e-04
Validation prc-auc = 0.032565
Epoch 9412
Loss = 1.8569e-02, PNorm = 481.2953, GNorm = 0.1975, lr_0 = 9.9335e-04
Validation prc-auc = 0.031417
Epoch 9413
Loss = 2.2252e-02, PNorm = 481.3179, GNorm = 0.9838, lr_0 = 9.9335e-04
Validation prc-auc = 0.036177
Epoch 9414
Loss = 7.7874e-03, PNorm = 481.3316, GNorm = 0.3865, lr_0 = 9.9335e-04
Validation prc-auc = 0.036748
Epoch 9415
Loss = 2.0058e-02, PNorm = 481.3430, GNorm = 0.0281, lr_0 = 9.9335e-04
Validation prc-auc = 0.031834
Epoch 9416
Loss = 2.7489e-02, PNorm = 481.3648, GNorm = 1.5942, lr_0 = 9.9335e-04
Validation prc-auc = 0.038088
Epoch 9417
Loss = 4.5375e-02, PNorm = 481.3880, GNorm = 0.1968, lr_0 = 9.9335e-04
Validation prc-auc = 0.037180
Epoch 9418
Loss = 8.5379e-03, PNorm = 481.4068, GNorm = 0.3080, lr_0 = 9.9335e-04
Validation prc-auc = 0.036945
Epoch 9419
Loss = 4.1199e-02, PNorm = 481.4216, GNorm = 2.4281, lr_0 = 9.9335e-04
Loss = 2.6364e-02, PNorm = 481.4351, GNorm = 0.7273, lr_0 = 9.9335e-04
Validation prc-auc = 0.036720
Epoch 9420
Loss = 1.6422e-02, PNorm = 481.4497, GNorm = 0.7339, lr_0 = 9.9335e-04
Validation prc-auc = 0.040972
Epoch 9421
Loss = 2.0324e-02, PNorm = 481.4686, GNorm = 0.0834, lr_0 = 9.9335e-04
Validation prc-auc = 0.043905
Epoch 9422
Loss = 1.9908e-02, PNorm = 481.4881, GNorm = 0.0277, lr_0 = 9.9335e-04
Validation prc-auc = 0.048864
Epoch 9423
Loss = 1.7442e-02, PNorm = 481.5014, GNorm = 0.1987, lr_0 = 9.9335e-04
Validation prc-auc = 0.050062
Epoch 9424
Loss = 5.5868e-02, PNorm = 481.5234, GNorm = 2.3056, lr_0 = 9.9335e-04
Validation prc-auc = 0.038814
Epoch 9425
Loss = 3.8418e-02, PNorm = 481.5514, GNorm = 0.0215, lr_0 = 9.9334e-04
Validation prc-auc = 0.041238
Epoch 9426
Loss = 2.2348e-02, PNorm = 481.5777, GNorm = 0.0786, lr_0 = 9.9334e-04
Validation prc-auc = 0.033975
Epoch 9427
Loss = 6.9818e-03, PNorm = 481.6010, GNorm = 0.1567, lr_0 = 9.9334e-04
Validation prc-auc = 0.034101
Epoch 9428
Loss = 1.5304e-02, PNorm = 481.6192, GNorm = 0.8897, lr_0 = 9.9334e-04
Validation prc-auc = 0.035539
Epoch 9429
Loss = 1.3945e-02, PNorm = 481.6318, GNorm = 0.5205, lr_0 = 9.9334e-04
Loss = 1.4916e-02, PNorm = 481.6441, GNorm = 0.5192, lr_0 = 9.9334e-04
Validation prc-auc = 0.035332
Epoch 9430
Loss = 8.4119e-03, PNorm = 481.6573, GNorm = 0.0866, lr_0 = 9.9334e-04
Validation prc-auc = 0.036182
Epoch 9431
Loss = 1.7383e-02, PNorm = 481.6711, GNorm = 1.9338, lr_0 = 9.9334e-04
Validation prc-auc = 0.034588
Epoch 9432
Loss = 3.7325e-02, PNorm = 481.6879, GNorm = 1.1532, lr_0 = 9.9334e-04
Validation prc-auc = 0.034928
Epoch 9433
Loss = 1.1819e-02, PNorm = 481.7112, GNorm = 1.0850, lr_0 = 9.9334e-04
Validation prc-auc = 0.035243
Epoch 9434
Loss = 3.6254e-02, PNorm = 481.7321, GNorm = 0.7410, lr_0 = 9.9334e-04
Validation prc-auc = 0.040418
Epoch 9435
Loss = 1.5497e-02, PNorm = 481.7575, GNorm = 2.5617, lr_0 = 9.9334e-04
Validation prc-auc = 0.039939
Epoch 9436
Loss = 4.0334e-02, PNorm = 481.7872, GNorm = 3.2716, lr_0 = 9.9334e-04
Validation prc-auc = 0.035165
Epoch 9437
Loss = 2.9362e-02, PNorm = 481.8153, GNorm = 2.0159, lr_0 = 9.9334e-04
Validation prc-auc = 0.029896
Epoch 9438
Loss = 1.5674e-01, PNorm = 481.8455, GNorm = 0.0261, lr_0 = 9.9333e-04
Validation prc-auc = 0.028446
Epoch 9439
Loss = 5.7791e-03, PNorm = 481.8743, GNorm = 0.3554, lr_0 = 9.9333e-04
Loss = 5.0829e-02, PNorm = 481.9033, GNorm = 2.2765, lr_0 = 9.9333e-04
Validation prc-auc = 0.033966
Epoch 9440
Loss = 4.3460e-02, PNorm = 481.9249, GNorm = 1.4165, lr_0 = 9.9333e-04
Validation prc-auc = 0.034566
Epoch 9441
Loss = 5.0940e-02, PNorm = 481.9494, GNorm = 3.9088, lr_0 = 9.9333e-04
Validation prc-auc = 0.031735
Epoch 9442
Loss = 4.2502e-02, PNorm = 481.9887, GNorm = 0.9347, lr_0 = 9.9333e-04
Validation prc-auc = 0.030604
Epoch 9443
Loss = 4.2680e-02, PNorm = 482.0294, GNorm = 2.0042, lr_0 = 9.9333e-04
Validation prc-auc = 0.027464
Epoch 9444
Loss = 9.2872e-03, PNorm = 482.0586, GNorm = 1.3862, lr_0 = 9.9333e-04
Validation prc-auc = 0.029186
Epoch 9445
Loss = 6.5134e-03, PNorm = 482.0846, GNorm = 0.1392, lr_0 = 9.9333e-04
Validation prc-auc = 0.029523
Epoch 9446
Loss = 4.3800e-02, PNorm = 482.1053, GNorm = 0.8218, lr_0 = 9.9333e-04
Validation prc-auc = 0.028584
Epoch 9447
Loss = 4.4596e-02, PNorm = 482.1234, GNorm = 1.8478, lr_0 = 9.9333e-04
Validation prc-auc = 0.029882
Epoch 9448
Loss = 4.7680e-03, PNorm = 482.1434, GNorm = 0.3751, lr_0 = 9.9333e-04
Validation prc-auc = 0.032215
Epoch 9449
Loss = 1.0843e-01, PNorm = 482.1668, GNorm = 1.4878, lr_0 = 9.9333e-04
Loss = 1.8019e-02, PNorm = 482.1983, GNorm = 0.7269, lr_0 = 9.9333e-04
Validation prc-auc = 0.030151
Epoch 9450
Loss = 2.7730e-02, PNorm = 482.2237, GNorm = 1.4858, lr_0 = 9.9333e-04
Validation prc-auc = 0.027459
Epoch 9451
Loss = 3.0089e-02, PNorm = 482.2480, GNorm = 0.2898, lr_0 = 9.9332e-04
Validation prc-auc = 0.027792
Epoch 9452
Loss = 2.7701e-02, PNorm = 482.2704, GNorm = 0.6697, lr_0 = 9.9332e-04
Validation prc-auc = 0.026162
Epoch 9453
Loss = 7.5970e-02, PNorm = 482.3028, GNorm = 0.1650, lr_0 = 9.9332e-04
Validation prc-auc = 0.023305
Epoch 9454
Loss = 3.6627e-02, PNorm = 482.3382, GNorm = 1.2199, lr_0 = 9.9332e-04
Validation prc-auc = 0.025326
Epoch 9455
Loss = 1.7611e-02, PNorm = 482.3682, GNorm = 1.9727, lr_0 = 9.9332e-04
Validation prc-auc = 0.025969
Epoch 9456
Loss = 1.5206e-02, PNorm = 482.3989, GNorm = 2.6021, lr_0 = 9.9332e-04
Validation prc-auc = 0.032418
Epoch 9457
Loss = 4.4627e-03, PNorm = 482.4230, GNorm = 0.0262, lr_0 = 9.9332e-04
Validation prc-auc = 0.033907
Epoch 9458
Loss = 8.5909e-02, PNorm = 482.4491, GNorm = 4.6889, lr_0 = 9.9332e-04
Validation prc-auc = 0.029149
Epoch 9459
Loss = 8.9897e-02, PNorm = 482.4747, GNorm = 1.6618, lr_0 = 9.9332e-04
Loss = 3.2974e-02, PNorm = 482.5055, GNorm = 0.3317, lr_0 = 9.9332e-04
Validation prc-auc = 0.050414
Epoch 9460
Loss = 1.9483e-02, PNorm = 482.5266, GNorm = 0.3073, lr_0 = 9.9332e-04
Validation prc-auc = 0.050847
Epoch 9461
Loss = 3.1221e-02, PNorm = 482.5445, GNorm = 0.8974, lr_0 = 9.9332e-04
Validation prc-auc = 0.041546
Epoch 9462
Loss = 2.2861e-02, PNorm = 482.5688, GNorm = 0.6334, lr_0 = 9.9332e-04
Validation prc-auc = 0.052212
Epoch 9463
Loss = 2.5861e-02, PNorm = 482.5902, GNorm = 1.5217, lr_0 = 9.9332e-04
Validation prc-auc = 0.051551
Epoch 9464
Loss = 6.0046e-02, PNorm = 482.6128, GNorm = 0.2213, lr_0 = 9.9331e-04
Validation prc-auc = 0.031430
Epoch 9465
Loss = 7.3254e-02, PNorm = 482.6537, GNorm = 1.9238, lr_0 = 9.9331e-04
Validation prc-auc = 0.031424
Epoch 9466
Loss = 4.0398e-02, PNorm = 482.7188, GNorm = 0.3663, lr_0 = 9.9331e-04
Validation prc-auc = 0.029654
Epoch 9467
Loss = 2.4215e-02, PNorm = 482.7650, GNorm = 1.5994, lr_0 = 9.9331e-04
Validation prc-auc = 0.030251
Epoch 9468
Loss = 1.8139e-02, PNorm = 482.7915, GNorm = 1.0150, lr_0 = 9.9331e-04
Validation prc-auc = 0.035180
Epoch 9469
Loss = 7.7650e-03, PNorm = 482.8098, GNorm = 0.3568, lr_0 = 9.9331e-04
Loss = 2.0883e-02, PNorm = 482.8312, GNorm = 1.4385, lr_0 = 9.9331e-04
Validation prc-auc = 0.033668
Epoch 9470
Loss = 1.0155e-02, PNorm = 482.8462, GNorm = 0.4520, lr_0 = 9.9331e-04
Validation prc-auc = 0.033981
Epoch 9471
Loss = 3.1680e-02, PNorm = 482.8609, GNorm = 1.0923, lr_0 = 9.9331e-04
Validation prc-auc = 0.034521
Epoch 9472
Loss = 1.1578e-02, PNorm = 482.8743, GNorm = 0.3556, lr_0 = 9.9331e-04
Validation prc-auc = 0.027347
Epoch 9473
Loss = 2.1466e-02, PNorm = 482.8909, GNorm = 0.2609, lr_0 = 9.9331e-04
Validation prc-auc = 0.026245
Epoch 9474
Loss = 4.2845e-03, PNorm = 482.9153, GNorm = 0.4287, lr_0 = 9.9331e-04
Validation prc-auc = 0.032739
Epoch 9475
Loss = 5.6453e-03, PNorm = 482.9381, GNorm = 0.0069, lr_0 = 9.9331e-04
Validation prc-auc = 0.027580
Epoch 9476
Loss = 2.3245e-02, PNorm = 482.9548, GNorm = 0.7249, lr_0 = 9.9331e-04
Validation prc-auc = 0.028168
Epoch 9477
Loss = 3.7448e-02, PNorm = 482.9719, GNorm = 2.0903, lr_0 = 9.9331e-04
Validation prc-auc = 0.050930
Epoch 9478
Loss = 1.6881e-02, PNorm = 482.9920, GNorm = 1.4114, lr_0 = 9.9330e-04
Validation prc-auc = 0.037880
Epoch 9479
Loss = 1.6208e-02, PNorm = 483.0137, GNorm = 1.2020, lr_0 = 9.9330e-04
Loss = 2.8205e-02, PNorm = 483.0387, GNorm = 2.0345, lr_0 = 9.9330e-04
Validation prc-auc = 0.036131
Epoch 9480
Loss = 1.4875e-02, PNorm = 483.0705, GNorm = 0.0838, lr_0 = 9.9330e-04
Validation prc-auc = 0.046950
Epoch 9481
Loss = 2.1144e-02, PNorm = 483.0941, GNorm = 0.2981, lr_0 = 9.9330e-04
Validation prc-auc = 0.050691
Epoch 9482
Loss = 5.5758e-02, PNorm = 483.1096, GNorm = 1.4212, lr_0 = 9.9330e-04
Validation prc-auc = 0.037133
Epoch 9483
Loss = 5.4196e-02, PNorm = 483.1300, GNorm = 2.7690, lr_0 = 9.9330e-04
Validation prc-auc = 0.037240
Epoch 9484
Loss = 3.5548e-02, PNorm = 483.1551, GNorm = 0.2546, lr_0 = 9.9330e-04
Validation prc-auc = 0.030707
Epoch 9485
Loss = 1.5058e-02, PNorm = 483.1823, GNorm = 1.0424, lr_0 = 9.9330e-04
Validation prc-auc = 0.031473
Epoch 9486
Loss = 1.3769e-02, PNorm = 483.2190, GNorm = 0.0737, lr_0 = 9.9330e-04
Validation prc-auc = 0.041342
Epoch 9487
Loss = 8.6701e-03, PNorm = 483.2491, GNorm = 1.1557, lr_0 = 9.9330e-04
Validation prc-auc = 0.048813
Epoch 9488
Loss = 1.5869e-02, PNorm = 483.2792, GNorm = 0.6876, lr_0 = 9.9330e-04
Validation prc-auc = 0.056186
Epoch 9489
Loss = 4.5426e-02, PNorm = 483.2983, GNorm = 1.4672, lr_0 = 9.9330e-04
Loss = 2.4619e-02, PNorm = 483.3170, GNorm = 1.6495, lr_0 = 9.9330e-04
Validation prc-auc = 0.057356
Epoch 9490
Loss = 2.5674e-02, PNorm = 483.3385, GNorm = 1.8078, lr_0 = 9.9330e-04
Validation prc-auc = 0.057558
Epoch 9491
Loss = 2.2586e-02, PNorm = 483.3590, GNorm = 2.1030, lr_0 = 9.9329e-04
Validation prc-auc = 0.056350
Epoch 9492
Loss = 4.9520e-02, PNorm = 483.3790, GNorm = 0.9816, lr_0 = 9.9329e-04
Validation prc-auc = 0.054592
Epoch 9493
Loss = 1.3527e-02, PNorm = 483.4018, GNorm = 0.0608, lr_0 = 9.9329e-04
Validation prc-auc = 0.057914
Epoch 9494
Loss = 2.4955e-02, PNorm = 483.4311, GNorm = 1.4217, lr_0 = 9.9329e-04
Validation prc-auc = 0.058767
Epoch 9495
Loss = 1.3612e-02, PNorm = 483.4514, GNorm = 1.3298, lr_0 = 9.9329e-04
Validation prc-auc = 0.054834
Epoch 9496
Loss = 3.7882e-02, PNorm = 483.4728, GNorm = 1.8155, lr_0 = 9.9329e-04
Validation prc-auc = 0.058376
Epoch 9497
Loss = 1.7099e-03, PNorm = 483.4918, GNorm = 0.0132, lr_0 = 9.9329e-04
Validation prc-auc = 0.058711
Epoch 9498
Loss = 1.9752e-01, PNorm = 483.5062, GNorm = 5.2343, lr_0 = 9.9329e-04
Validation prc-auc = 0.056699
Epoch 9499
Loss = 3.7378e-03, PNorm = 483.5268, GNorm = 0.1814, lr_0 = 9.9329e-04
Loss = 3.4402e-02, PNorm = 483.5394, GNorm = 3.0799, lr_0 = 9.9329e-04
Validation prc-auc = 0.058892
Epoch 9500
Loss = 2.3791e-02, PNorm = 483.5597, GNorm = 1.7891, lr_0 = 9.9329e-04
Validation prc-auc = 0.048007
Epoch 9501
Loss = 6.0359e-02, PNorm = 483.5845, GNorm = 1.4811, lr_0 = 9.9329e-04
Validation prc-auc = 0.043237
Epoch 9502
Loss = 2.0098e-02, PNorm = 483.6191, GNorm = 0.2902, lr_0 = 9.9329e-04
Validation prc-auc = 0.047520
Epoch 9503
Loss = 2.7509e-02, PNorm = 483.6451, GNorm = 2.4447, lr_0 = 9.9329e-04
Validation prc-auc = 0.052694
Epoch 9504
Loss = 1.5033e-02, PNorm = 483.6731, GNorm = 1.7424, lr_0 = 9.9328e-04
Validation prc-auc = 0.056649
Epoch 9505
Loss = 3.1235e-02, PNorm = 483.6938, GNorm = 0.4207, lr_0 = 9.9328e-04
Validation prc-auc = 0.049317
Epoch 9506
Loss = 2.4060e-02, PNorm = 483.7163, GNorm = 0.4840, lr_0 = 9.9328e-04
Validation prc-auc = 0.050795
Epoch 9507
Loss = 4.7649e-03, PNorm = 483.7485, GNorm = 0.1568, lr_0 = 9.9328e-04
Validation prc-auc = 0.049830
Epoch 9508
Loss = 6.8403e-02, PNorm = 483.7762, GNorm = 2.2241, lr_0 = 9.9328e-04
Validation prc-auc = 0.043885
Epoch 9509
Loss = 5.0416e-02, PNorm = 483.8035, GNorm = 1.7681, lr_0 = 9.9328e-04
Loss = 1.1403e-02, PNorm = 483.8279, GNorm = 0.3756, lr_0 = 9.9328e-04
Validation prc-auc = 0.043548
Epoch 9510
Loss = 3.6855e-02, PNorm = 483.8444, GNorm = 0.8489, lr_0 = 9.9328e-04
Validation prc-auc = 0.042477
Epoch 9511
Loss = 2.2512e-02, PNorm = 483.8616, GNorm = 1.1129, lr_0 = 9.9328e-04
Validation prc-auc = 0.049000
Epoch 9512
Loss = 4.3281e-02, PNorm = 483.8831, GNorm = 1.7441, lr_0 = 9.9328e-04
Validation prc-auc = 0.042857
Epoch 9513
Loss = 9.2327e-03, PNorm = 483.9094, GNorm = 0.6090, lr_0 = 9.9328e-04
Validation prc-auc = 0.042190
Epoch 9514
Loss = 1.5898e-02, PNorm = 483.9333, GNorm = 0.1120, lr_0 = 9.9328e-04
Validation prc-auc = 0.054517
Epoch 9515
Loss = 1.1520e-01, PNorm = 483.9574, GNorm = 0.7905, lr_0 = 9.9328e-04
Validation prc-auc = 0.048028
Epoch 9516
Loss = 2.1757e-02, PNorm = 483.9779, GNorm = 0.2494, lr_0 = 9.9328e-04
Validation prc-auc = 0.051595
Epoch 9517
Loss = 4.0728e-02, PNorm = 484.0011, GNorm = 0.0239, lr_0 = 9.9328e-04
Validation prc-auc = 0.047308
Epoch 9518
Loss = 2.8144e-03, PNorm = 484.0260, GNorm = 0.0155, lr_0 = 9.9327e-04
Validation prc-auc = 0.040915
Epoch 9519
Loss = 1.7405e-02, PNorm = 484.0422, GNorm = 0.8905, lr_0 = 9.9327e-04
Loss = 2.7103e-02, PNorm = 484.0591, GNorm = 0.6027, lr_0 = 9.9327e-04
Validation prc-auc = 0.047376
Epoch 9520
Loss = 3.4114e-02, PNorm = 484.0727, GNorm = 1.3568, lr_0 = 9.9327e-04
Validation prc-auc = 0.047930
Epoch 9521
Loss = 2.0391e-02, PNorm = 484.0897, GNorm = 1.2155, lr_0 = 9.9327e-04
Validation prc-auc = 0.058164
Epoch 9522
Loss = 3.6506e-03, PNorm = 484.1037, GNorm = 0.0405, lr_0 = 9.9327e-04
Validation prc-auc = 0.057554
Epoch 9523
Loss = 7.2218e-03, PNorm = 484.1111, GNorm = 0.8389, lr_0 = 9.9327e-04
Validation prc-auc = 0.038385
Epoch 9524
Loss = 4.2968e-02, PNorm = 484.1202, GNorm = 0.1455, lr_0 = 9.9327e-04
Validation prc-auc = 0.035572
Epoch 9525
Loss = 1.0920e-02, PNorm = 484.1370, GNorm = 1.0868, lr_0 = 9.9327e-04
Validation prc-auc = 0.036200
Epoch 9526
Loss = 3.9933e-03, PNorm = 484.1527, GNorm = 0.0579, lr_0 = 9.9327e-04
Validation prc-auc = 0.044338
Epoch 9527
Loss = 9.8584e-03, PNorm = 484.1694, GNorm = 0.8048, lr_0 = 9.9327e-04
Validation prc-auc = 0.058055
Epoch 9528
Loss = 1.3681e-02, PNorm = 484.1832, GNorm = 0.7272, lr_0 = 9.9327e-04
Validation prc-auc = 0.062057
Epoch 9529
Loss = 2.3676e-02, PNorm = 484.1972, GNorm = 1.5383, lr_0 = 9.9327e-04
Loss = 6.4139e-02, PNorm = 484.2136, GNorm = 1.0426, lr_0 = 9.9327e-04
Validation prc-auc = 0.048693
Epoch 9530
Loss = 3.9095e-02, PNorm = 484.2465, GNorm = 1.0211, lr_0 = 9.9327e-04
Validation prc-auc = 0.041383
Epoch 9531
Loss = 5.4588e-02, PNorm = 484.2913, GNorm = 0.2072, lr_0 = 9.9326e-04
Validation prc-auc = 0.054405
Epoch 9532
Loss = 2.9998e-02, PNorm = 484.3283, GNorm = 2.0219, lr_0 = 9.9326e-04
Validation prc-auc = 0.059877
Epoch 9533
Loss = 2.3397e-02, PNorm = 484.3468, GNorm = 0.0493, lr_0 = 9.9326e-04
Validation prc-auc = 0.043195
Epoch 9534
Loss = 2.5195e-02, PNorm = 484.3636, GNorm = 0.5226, lr_0 = 9.9326e-04
Validation prc-auc = 0.039949
Epoch 9535
Loss = 2.5928e-02, PNorm = 484.3762, GNorm = 1.2509, lr_0 = 9.9326e-04
Validation prc-auc = 0.041962
Epoch 9536
Loss = 3.2416e-02, PNorm = 484.3927, GNorm = 0.5181, lr_0 = 9.9326e-04
Validation prc-auc = 0.041797
Epoch 9537
Loss = 1.1344e-02, PNorm = 484.4198, GNorm = 0.1494, lr_0 = 9.9326e-04
Validation prc-auc = 0.038306
Epoch 9538
Loss = 3.0342e-03, PNorm = 484.4431, GNorm = 0.2604, lr_0 = 9.9326e-04
Validation prc-auc = 0.036627
Epoch 9539
Loss = 1.0231e-02, PNorm = 484.4584, GNorm = 0.3946, lr_0 = 9.9326e-04
Loss = 2.2465e-02, PNorm = 484.4763, GNorm = 0.3553, lr_0 = 9.9326e-04
Validation prc-auc = 0.036559
Epoch 9540
Loss = 4.7615e-02, PNorm = 484.4977, GNorm = 2.3389, lr_0 = 9.9326e-04
Validation prc-auc = 0.042591
Epoch 9541
Loss = 1.7264e-02, PNorm = 484.5207, GNorm = 1.4923, lr_0 = 9.9326e-04
Validation prc-auc = 0.048728
Epoch 9542
Loss = 3.0919e-02, PNorm = 484.5410, GNorm = 0.0705, lr_0 = 9.9326e-04
Validation prc-auc = 0.044089
Epoch 9543
Loss = 2.7896e-02, PNorm = 484.5592, GNorm = 0.3080, lr_0 = 9.9326e-04
Validation prc-auc = 0.039428
Epoch 9544
Loss = 4.9704e-02, PNorm = 484.5744, GNorm = 1.1667, lr_0 = 9.9325e-04
Validation prc-auc = 0.040969
Epoch 9545
Loss = 3.5366e-02, PNorm = 484.6058, GNorm = 0.1133, lr_0 = 9.9325e-04
Validation prc-auc = 0.046728
Epoch 9546
Loss = 2.2236e-02, PNorm = 484.6327, GNorm = 0.6892, lr_0 = 9.9325e-04
Validation prc-auc = 0.045822
Epoch 9547
Loss = 1.3666e-02, PNorm = 484.6564, GNorm = 0.0314, lr_0 = 9.9325e-04
Validation prc-auc = 0.051739
Epoch 9548
Loss = 1.9159e-02, PNorm = 484.6751, GNorm = 2.0075, lr_0 = 9.9325e-04
Validation prc-auc = 0.057822
Epoch 9549
Loss = 4.7509e-04, PNorm = 484.6894, GNorm = 0.0318, lr_0 = 9.9325e-04
Loss = 1.7488e-02, PNorm = 484.7011, GNorm = 0.0607, lr_0 = 9.9325e-04
Validation prc-auc = 0.046046
Epoch 9550
Loss = 2.3488e-02, PNorm = 484.7174, GNorm = 1.2036, lr_0 = 9.9325e-04
Validation prc-auc = 0.046108
Epoch 9551
Loss = 3.1735e-02, PNorm = 484.7359, GNorm = 1.1653, lr_0 = 9.9325e-04
Validation prc-auc = 0.050273
Epoch 9552
Loss = 1.6810e-02, PNorm = 484.7622, GNorm = 0.0829, lr_0 = 9.9325e-04
Validation prc-auc = 0.061906
Epoch 9553
Loss = 1.3055e-02, PNorm = 484.7882, GNorm = 0.7292, lr_0 = 9.9325e-04
Validation prc-auc = 0.060211
Epoch 9554
Loss = 7.1677e-03, PNorm = 484.8062, GNorm = 0.0275, lr_0 = 9.9325e-04
Validation prc-auc = 0.058639
Epoch 9555
Loss = 6.7903e-03, PNorm = 484.8227, GNorm = 0.0099, lr_0 = 9.9325e-04
Validation prc-auc = 0.058721
Epoch 9556
Loss = 3.4478e-03, PNorm = 484.8353, GNorm = 0.2486, lr_0 = 9.9325e-04
Validation prc-auc = 0.056896
Epoch 9557
Loss = 1.5311e-02, PNorm = 484.8551, GNorm = 2.6138, lr_0 = 9.9325e-04
Validation prc-auc = 0.058461
Epoch 9558
Loss = 1.4291e-02, PNorm = 484.8746, GNorm = 1.5191, lr_0 = 9.9324e-04
Validation prc-auc = 0.045274
Epoch 9559
Loss = 6.9339e-03, PNorm = 484.8859, GNorm = 0.3337, lr_0 = 9.9324e-04
Loss = 3.3108e-02, PNorm = 484.9037, GNorm = 0.0828, lr_0 = 9.9324e-04
Validation prc-auc = 0.043688
Epoch 9560
Loss = 3.0170e-02, PNorm = 484.9359, GNorm = 0.0667, lr_0 = 9.9324e-04
Validation prc-auc = 0.043664
Epoch 9561
Loss = 1.5455e-02, PNorm = 484.9706, GNorm = 0.0314, lr_0 = 9.9324e-04
Validation prc-auc = 0.056558
Epoch 9562
Loss = 5.1604e-02, PNorm = 484.9910, GNorm = 1.7349, lr_0 = 9.9324e-04
Validation prc-auc = 0.064716
Epoch 9563
Loss = 5.1621e-03, PNorm = 485.0048, GNorm = 0.3218, lr_0 = 9.9324e-04
Validation prc-auc = 0.055911
Epoch 9564
Loss = 5.5632e-02, PNorm = 485.0184, GNorm = 0.4515, lr_0 = 9.9324e-04
Validation prc-auc = 0.064255
Epoch 9565
Loss = 3.7848e-02, PNorm = 485.0414, GNorm = 1.1622, lr_0 = 9.9324e-04
Validation prc-auc = 0.059836
Epoch 9566
Loss = 8.9187e-03, PNorm = 485.0663, GNorm = 0.0351, lr_0 = 9.9324e-04
Validation prc-auc = 0.050618
Epoch 9567
Loss = 1.2862e-02, PNorm = 485.0869, GNorm = 0.2145, lr_0 = 9.9324e-04
Validation prc-auc = 0.056421
Epoch 9568
Loss = 2.1089e-03, PNorm = 485.1125, GNorm = 0.0656, lr_0 = 9.9324e-04
Validation prc-auc = 0.053624
Epoch 9569
Loss = 2.1826e-03, PNorm = 485.1315, GNorm = 0.1571, lr_0 = 9.9324e-04
Loss = 6.4586e-02, PNorm = 485.1510, GNorm = 1.9340, lr_0 = 9.9324e-04
Validation prc-auc = 0.051510
Epoch 9570
Loss = 3.3381e-02, PNorm = 485.1766, GNorm = 1.4338, lr_0 = 9.9323e-04
Validation prc-auc = 0.053527
Epoch 9571
Loss = 2.6567e-02, PNorm = 485.2108, GNorm = 0.3199, lr_0 = 9.9323e-04
Validation prc-auc = 0.041746
Epoch 9572
Loss = 1.9958e-02, PNorm = 485.2481, GNorm = 1.5797, lr_0 = 9.9323e-04
Validation prc-auc = 0.050416
Epoch 9573
Loss = 1.1745e-02, PNorm = 485.2737, GNorm = 1.2324, lr_0 = 9.9323e-04
Validation prc-auc = 0.045341
Epoch 9574
Loss = 4.4699e-02, PNorm = 485.2933, GNorm = 3.0089, lr_0 = 9.9323e-04
Validation prc-auc = 0.042014
Epoch 9575
Loss = 1.1653e-02, PNorm = 485.3131, GNorm = 0.0420, lr_0 = 9.9323e-04
Validation prc-auc = 0.042859
Epoch 9576
Loss = 3.7595e-02, PNorm = 485.3342, GNorm = 1.4706, lr_0 = 9.9323e-04
Validation prc-auc = 0.047118
Epoch 9577
Loss = 1.1720e-02, PNorm = 485.3644, GNorm = 0.2072, lr_0 = 9.9323e-04
Validation prc-auc = 0.039053
Epoch 9578
Loss = 2.5861e-03, PNorm = 485.3866, GNorm = 0.2280, lr_0 = 9.9323e-04
Validation prc-auc = 0.039678
Epoch 9579
Loss = 6.5287e-02, PNorm = 485.4077, GNorm = 2.0229, lr_0 = 9.9323e-04
Loss = 2.0376e-02, PNorm = 485.4327, GNorm = 0.0532, lr_0 = 9.9323e-04
Validation prc-auc = 0.043572
Epoch 9580
Loss = 5.0953e-02, PNorm = 485.4591, GNorm = 0.7794, lr_0 = 9.9323e-04
Validation prc-auc = 0.043600
Epoch 9581
Loss = 1.6907e-02, PNorm = 485.4941, GNorm = 1.0162, lr_0 = 9.9323e-04
Validation prc-auc = 0.042472
Epoch 9582
Loss = 1.8732e-02, PNorm = 485.5148, GNorm = 0.0437, lr_0 = 9.9323e-04
Validation prc-auc = 0.042913
Epoch 9583
Loss = 2.2748e-02, PNorm = 485.5323, GNorm = 0.4877, lr_0 = 9.9323e-04
Validation prc-auc = 0.039676
Epoch 9584
Loss = 7.8272e-03, PNorm = 485.5563, GNorm = 0.4435, lr_0 = 9.9322e-04
Validation prc-auc = 0.038620
Epoch 9585
Loss = 4.5611e-02, PNorm = 485.5794, GNorm = 0.4110, lr_0 = 9.9322e-04
Validation prc-auc = 0.045720
Epoch 9586
Loss = 2.0989e-02, PNorm = 485.5957, GNorm = 0.6518, lr_0 = 9.9322e-04
Validation prc-auc = 0.048639
Epoch 9587
Loss = 7.4947e-02, PNorm = 485.6231, GNorm = 0.7899, lr_0 = 9.9322e-04
Validation prc-auc = 0.048359
Epoch 9588
Loss = 6.0432e-03, PNorm = 485.6499, GNorm = 0.0340, lr_0 = 9.9322e-04
Validation prc-auc = 0.045882
Epoch 9589
Loss = 1.1186e-02, PNorm = 485.6750, GNorm = 0.5041, lr_0 = 9.9322e-04
Loss = 4.6982e-02, PNorm = 485.7082, GNorm = 2.7315, lr_0 = 9.9322e-04
Validation prc-auc = 0.044030
Epoch 9590
Loss = 1.3325e-02, PNorm = 485.7433, GNorm = 0.4768, lr_0 = 9.9322e-04
Validation prc-auc = 0.043770
Epoch 9591
Loss = 1.0086e-01, PNorm = 485.7681, GNorm = 0.8249, lr_0 = 9.9322e-04
Validation prc-auc = 0.047094
Epoch 9592
Loss = 1.9837e-02, PNorm = 485.7911, GNorm = 2.8655, lr_0 = 9.9322e-04
Validation prc-auc = 0.049365
Epoch 9593
Loss = 2.0552e-02, PNorm = 485.8114, GNorm = 1.4592, lr_0 = 9.9322e-04
Validation prc-auc = 0.049735
Epoch 9594
Loss = 2.4653e-02, PNorm = 485.8276, GNorm = 0.1782, lr_0 = 9.9322e-04
Validation prc-auc = 0.049603
Epoch 9595
Loss = 4.1780e-02, PNorm = 485.8463, GNorm = 1.6127, lr_0 = 9.9322e-04
Validation prc-auc = 0.054244
Epoch 9596
Loss = 5.9025e-02, PNorm = 485.8725, GNorm = 1.2058, lr_0 = 9.9322e-04
Validation prc-auc = 0.046825
Epoch 9597
Loss = 7.2849e-02, PNorm = 485.9012, GNorm = 1.7826, lr_0 = 9.9322e-04
Validation prc-auc = 0.040944
Epoch 9598
Loss = 1.3246e-02, PNorm = 485.9297, GNorm = 0.3983, lr_0 = 9.9321e-04
Validation prc-auc = 0.040703
Epoch 9599
Loss = 6.9849e-04, PNorm = 485.9517, GNorm = 0.0229, lr_0 = 9.9321e-04
Loss = 4.0624e-02, PNorm = 485.9759, GNorm = 0.3436, lr_0 = 9.9321e-04
Validation prc-auc = 0.038808
Epoch 9600
Loss = 1.9297e-02, PNorm = 485.9957, GNorm = 0.6187, lr_0 = 9.9321e-04
Validation prc-auc = 0.044286
Epoch 9601
Loss = 1.3923e-02, PNorm = 486.0114, GNorm = 2.4628, lr_0 = 9.9321e-04
Validation prc-auc = 0.044810
Epoch 9602
Loss = 1.0630e-02, PNorm = 486.0299, GNorm = 0.2495, lr_0 = 9.9321e-04
Validation prc-auc = 0.038395
Epoch 9603
Loss = 6.9051e-02, PNorm = 486.0547, GNorm = 0.4737, lr_0 = 9.9321e-04
Validation prc-auc = 0.046755
Epoch 9604
Loss = 2.1616e-02, PNorm = 486.0937, GNorm = 0.4002, lr_0 = 9.9321e-04
Validation prc-auc = 0.048363
Epoch 9605
Loss = 2.8453e-02, PNorm = 486.1250, GNorm = 1.5331, lr_0 = 9.9321e-04
Validation prc-auc = 0.054763
Epoch 9606
Loss = 2.6463e-02, PNorm = 486.1594, GNorm = 0.1227, lr_0 = 9.9321e-04
Validation prc-auc = 0.053414
Epoch 9607
Loss = 3.1863e-02, PNorm = 486.1981, GNorm = 1.4712, lr_0 = 9.9321e-04
Validation prc-auc = 0.054445
Epoch 9608
Loss = 1.2165e-02, PNorm = 486.2243, GNorm = 0.6933, lr_0 = 9.9321e-04
Validation prc-auc = 0.054190
Epoch 9609
Loss = 1.4524e-01, PNorm = 486.2518, GNorm = 1.5768, lr_0 = 9.9321e-04
Loss = 3.9072e-02, PNorm = 486.2759, GNorm = 1.4936, lr_0 = 9.9321e-04
Validation prc-auc = 0.054175
Epoch 9610
Loss = 7.8465e-02, PNorm = 486.2990, GNorm = 0.0857, lr_0 = 9.9320e-04
Validation prc-auc = 0.044408
Epoch 9611
Loss = 3.9868e-02, PNorm = 486.3283, GNorm = 1.5667, lr_0 = 9.9320e-04
Validation prc-auc = 0.041690
Epoch 9612
Loss = 2.7571e-02, PNorm = 486.3568, GNorm = 0.6209, lr_0 = 9.9320e-04
Validation prc-auc = 0.039477
Epoch 9613
Loss = 1.2512e-02, PNorm = 486.3738, GNorm = 0.1001, lr_0 = 9.9320e-04
Validation prc-auc = 0.039749
Epoch 9614
Loss = 1.4149e-02, PNorm = 486.3878, GNorm = 0.8051, lr_0 = 9.9320e-04
Validation prc-auc = 0.045922
Epoch 9615
Loss = 3.2518e-02, PNorm = 486.4055, GNorm = 0.0294, lr_0 = 9.9320e-04
Validation prc-auc = 0.041194
Epoch 9616
Loss = 1.0794e-02, PNorm = 486.4223, GNorm = 0.5254, lr_0 = 9.9320e-04
Validation prc-auc = 0.045499
Epoch 9617
Loss = 6.9770e-02, PNorm = 486.4476, GNorm = 2.1878, lr_0 = 9.9320e-04
Validation prc-auc = 0.050176
Epoch 9618
Loss = 8.5747e-03, PNorm = 486.4680, GNorm = 0.2410, lr_0 = 9.9320e-04
Validation prc-auc = 0.052692
Epoch 9619
Loss = 1.1023e-03, PNorm = 486.4831, GNorm = 0.0661, lr_0 = 9.9320e-04
Loss = 4.6496e-02, PNorm = 486.5003, GNorm = 0.1284, lr_0 = 9.9320e-04
Validation prc-auc = 0.054083
Epoch 9620
Loss = 1.2961e-02, PNorm = 486.5198, GNorm = 0.5264, lr_0 = 9.9320e-04
Validation prc-auc = 0.047374
Epoch 9621
Loss = 1.3227e-02, PNorm = 486.5354, GNorm = 0.3746, lr_0 = 9.9320e-04
Validation prc-auc = 0.050136
Epoch 9622
Loss = 2.3890e-02, PNorm = 486.5580, GNorm = 1.4228, lr_0 = 9.9320e-04
Validation prc-auc = 0.051779
Epoch 9623
Loss = 6.9015e-03, PNorm = 486.5766, GNorm = 0.0926, lr_0 = 9.9320e-04
Validation prc-auc = 0.047992
Epoch 9624
Loss = 7.1668e-03, PNorm = 486.5854, GNorm = 0.1532, lr_0 = 9.9319e-04
Validation prc-auc = 0.049474
Epoch 9625
Loss = 3.9934e-02, PNorm = 486.6014, GNorm = 2.5172, lr_0 = 9.9319e-04
Validation prc-auc = 0.053702
Epoch 9626
Loss = 9.5109e-02, PNorm = 486.6206, GNorm = 2.4653, lr_0 = 9.9319e-04
Validation prc-auc = 0.055054
Epoch 9627
Loss = 8.1206e-03, PNorm = 486.6384, GNorm = 0.8000, lr_0 = 9.9319e-04
Validation prc-auc = 0.056348
Epoch 9628
Loss = 7.9823e-03, PNorm = 486.6593, GNorm = 0.3438, lr_0 = 9.9319e-04
Validation prc-auc = 0.057930
Epoch 9629
Loss = 1.7437e-03, PNorm = 486.6745, GNorm = 0.0778, lr_0 = 9.9319e-04
Loss = 3.2469e-02, PNorm = 486.6904, GNorm = 0.0503, lr_0 = 9.9319e-04
Validation prc-auc = 0.058179
Epoch 9630
Loss = 5.9273e-02, PNorm = 486.7108, GNorm = 1.0223, lr_0 = 9.9319e-04
Validation prc-auc = 0.059132
Epoch 9631
Loss = 3.8615e-02, PNorm = 486.7363, GNorm = 0.1205, lr_0 = 9.9319e-04
Validation prc-auc = 0.054371
Epoch 9632
Loss = 2.8451e-02, PNorm = 486.7626, GNorm = 1.6265, lr_0 = 9.9319e-04
Validation prc-auc = 0.052774
Epoch 9633
Loss = 1.9094e-02, PNorm = 486.7846, GNorm = 0.5880, lr_0 = 9.9319e-04
Validation prc-auc = 0.052443
Epoch 9634
Loss = 1.2574e-02, PNorm = 486.8029, GNorm = 1.9464, lr_0 = 9.9319e-04
Validation prc-auc = 0.054901
Epoch 9635
Loss = 1.6798e-02, PNorm = 486.8216, GNorm = 0.1013, lr_0 = 9.9319e-04
Validation prc-auc = 0.056081
Epoch 9636
Loss = 5.7801e-02, PNorm = 486.8360, GNorm = 1.3339, lr_0 = 9.9319e-04
Validation prc-auc = 0.050020
Epoch 9637
Loss = 5.2441e-02, PNorm = 486.8472, GNorm = 0.1602, lr_0 = 9.9319e-04
Validation prc-auc = 0.050864
Epoch 9638
Loss = 9.1540e-02, PNorm = 486.8627, GNorm = 2.6232, lr_0 = 9.9318e-04
Validation prc-auc = 0.052637
Epoch 9639
Loss = 8.2986e-03, PNorm = 486.8848, GNorm = 0.6780, lr_0 = 9.9318e-04
Loss = 1.4329e-02, PNorm = 486.9074, GNorm = 0.1664, lr_0 = 9.9318e-04
Validation prc-auc = 0.046292
Epoch 9640
Loss = 1.8862e-02, PNorm = 486.9192, GNorm = 0.0566, lr_0 = 9.9318e-04
Validation prc-auc = 0.040621
Epoch 9641
Loss = 1.9540e-02, PNorm = 486.9276, GNorm = 1.3011, lr_0 = 9.9318e-04
Validation prc-auc = 0.038149
Epoch 9642
Loss = 2.0431e-02, PNorm = 486.9383, GNorm = 1.2597, lr_0 = 9.9318e-04
Validation prc-auc = 0.041130
Epoch 9643
Loss = 7.4472e-02, PNorm = 486.9593, GNorm = 2.4445, lr_0 = 9.9318e-04
Validation prc-auc = 0.050114
Epoch 9644
Loss = 2.9446e-02, PNorm = 486.9921, GNorm = 0.2260, lr_0 = 9.9318e-04
Validation prc-auc = 0.047599
Epoch 9645
Loss = 1.3632e-02, PNorm = 487.0263, GNorm = 0.0200, lr_0 = 9.9318e-04
Validation prc-auc = 0.045271
Epoch 9646
Loss = 2.2400e-02, PNorm = 487.0506, GNorm = 1.0153, lr_0 = 9.9318e-04
Validation prc-auc = 0.045057
Epoch 9647
Loss = 3.4487e-03, PNorm = 487.0817, GNorm = 0.2193, lr_0 = 9.9318e-04
Validation prc-auc = 0.050031
Epoch 9648
Loss = 1.2541e-02, PNorm = 487.1065, GNorm = 1.1475, lr_0 = 9.9318e-04
Validation prc-auc = 0.052537
Epoch 9649
Loss = 2.2890e-02, PNorm = 487.1324, GNorm = 1.0509, lr_0 = 9.9318e-04
Loss = 7.7074e-02, PNorm = 487.1643, GNorm = 2.1240, lr_0 = 9.9318e-04
Validation prc-auc = 0.055617
Epoch 9650
Loss = 3.1063e-02, PNorm = 487.1903, GNorm = 1.9340, lr_0 = 9.9317e-04
Validation prc-auc = 0.053289
Epoch 9651
Loss = 4.9120e-02, PNorm = 487.2161, GNorm = 1.6889, lr_0 = 9.9317e-04
Validation prc-auc = 0.062823
Epoch 9652
Loss = 4.7638e-02, PNorm = 487.2490, GNorm = 0.3491, lr_0 = 9.9317e-04
Validation prc-auc = 0.062528
Epoch 9653
Loss = 2.2972e-02, PNorm = 487.2979, GNorm = 0.3309, lr_0 = 9.9317e-04
Validation prc-auc = 0.058858
Epoch 9654
Loss = 4.9623e-02, PNorm = 487.3282, GNorm = 3.7901, lr_0 = 9.9317e-04
Validation prc-auc = 0.058447
Epoch 9655
Loss = 5.6580e-02, PNorm = 487.3552, GNorm = 0.1373, lr_0 = 9.9317e-04
Validation prc-auc = 0.049816
Epoch 9656
Loss = 1.7572e-02, PNorm = 487.3956, GNorm = 1.2642, lr_0 = 9.9317e-04
Validation prc-auc = 0.044186
Epoch 9657
Loss = 3.4769e-02, PNorm = 487.4288, GNorm = 0.1803, lr_0 = 9.9317e-04
Validation prc-auc = 0.042931
Epoch 9658
Loss = 8.5392e-03, PNorm = 487.4511, GNorm = 1.2681, lr_0 = 9.9317e-04
Validation prc-auc = 0.044291
Epoch 9659
Loss = 1.0408e-03, PNorm = 487.4697, GNorm = 0.0467, lr_0 = 9.9317e-04
Loss = 2.7059e-02, PNorm = 487.4940, GNorm = 0.0464, lr_0 = 9.9317e-04
Validation prc-auc = 0.044131
Epoch 9660
Loss = 2.3217e-02, PNorm = 487.5138, GNorm = 0.1485, lr_0 = 9.9317e-04
Validation prc-auc = 0.036216
Epoch 9661
Loss = 2.3968e-02, PNorm = 487.5324, GNorm = 1.1903, lr_0 = 9.9317e-04
Validation prc-auc = 0.034687
Epoch 9662
Loss = 3.0176e-02, PNorm = 487.5642, GNorm = 0.0561, lr_0 = 9.9317e-04
Validation prc-auc = 0.039243
Epoch 9663
Loss = 1.3908e-02, PNorm = 487.5879, GNorm = 0.5101, lr_0 = 9.9317e-04
Validation prc-auc = 0.045484
Epoch 9664
Loss = 3.8616e-03, PNorm = 487.6028, GNorm = 0.1296, lr_0 = 9.9316e-04
Validation prc-auc = 0.046116
Epoch 9665
Loss = 2.3822e-02, PNorm = 487.6113, GNorm = 0.0673, lr_0 = 9.9316e-04
Validation prc-auc = 0.042163
Epoch 9666
Loss = 2.4076e-02, PNorm = 487.6290, GNorm = 2.3681, lr_0 = 9.9316e-04
Validation prc-auc = 0.045954
Epoch 9667
Loss = 3.6545e-02, PNorm = 487.6567, GNorm = 2.1344, lr_0 = 9.9316e-04
Validation prc-auc = 0.047330
Epoch 9668
Loss = 2.0874e-02, PNorm = 487.6872, GNorm = 1.1221, lr_0 = 9.9316e-04
Validation prc-auc = 0.053759
Epoch 9669
Loss = 1.3197e-03, PNorm = 487.7132, GNorm = 0.0540, lr_0 = 9.9316e-04
Loss = 3.4266e-02, PNorm = 487.7421, GNorm = 0.2473, lr_0 = 9.9316e-04
Validation prc-auc = 0.053759
Epoch 9670
Loss = 2.0393e-02, PNorm = 487.7713, GNorm = 0.1697, lr_0 = 9.9316e-04
Validation prc-auc = 0.063195
Epoch 9671
Loss = 4.0513e-02, PNorm = 487.7960, GNorm = 0.4678, lr_0 = 9.9316e-04
Validation prc-auc = 0.060859
Epoch 9672
Loss = 5.1270e-02, PNorm = 487.8194, GNorm = 0.3301, lr_0 = 9.9316e-04
Validation prc-auc = 0.053800
Epoch 9673
Loss = 1.5219e-02, PNorm = 487.8398, GNorm = 0.9084, lr_0 = 9.9316e-04
Validation prc-auc = 0.052361
Epoch 9674
Loss = 2.6284e-02, PNorm = 487.8642, GNorm = 0.1023, lr_0 = 9.9316e-04
Validation prc-auc = 0.050467
Epoch 9675
Loss = 4.8314e-02, PNorm = 487.8926, GNorm = 2.1723, lr_0 = 9.9316e-04
Validation prc-auc = 0.049025
Epoch 9676
Loss = 2.6646e-02, PNorm = 487.9137, GNorm = 0.5901, lr_0 = 9.9316e-04
Validation prc-auc = 0.051935
Epoch 9677
Loss = 6.9809e-02, PNorm = 487.9331, GNorm = 2.1807, lr_0 = 9.9315e-04
Validation prc-auc = 0.053403
Epoch 9678
Loss = 1.5553e-02, PNorm = 487.9596, GNorm = 1.5106, lr_0 = 9.9315e-04
Validation prc-auc = 0.053583
Epoch 9679
Loss = 1.2270e-03, PNorm = 487.9923, GNorm = 0.0500, lr_0 = 9.9315e-04
Loss = 3.2227e-02, PNorm = 488.0163, GNorm = 0.9497, lr_0 = 9.9315e-04
Validation prc-auc = 0.050763
Epoch 9680
Loss = 2.0711e-02, PNorm = 488.0340, GNorm = 1.9118, lr_0 = 9.9315e-04
Validation prc-auc = 0.050057
Epoch 9681
Loss = 2.2785e-02, PNorm = 488.0522, GNorm = 0.0478, lr_0 = 9.9315e-04
Validation prc-auc = 0.050606
Epoch 9682
Loss = 1.5330e-02, PNorm = 488.0664, GNorm = 2.1602, lr_0 = 9.9315e-04
Validation prc-auc = 0.051620
Epoch 9683
Loss = 3.0415e-02, PNorm = 488.0746, GNorm = 2.0858, lr_0 = 9.9315e-04
Validation prc-auc = 0.052859
Epoch 9684
Loss = 5.6036e-02, PNorm = 488.0885, GNorm = 1.5775, lr_0 = 9.9315e-04
Validation prc-auc = 0.054386
Epoch 9685
Loss = 3.1671e-02, PNorm = 488.1117, GNorm = 0.7915, lr_0 = 9.9315e-04
Validation prc-auc = 0.053561
Epoch 9686
Loss = 7.5601e-02, PNorm = 488.1459, GNorm = 2.4514, lr_0 = 9.9315e-04
Validation prc-auc = 0.051612
Epoch 9687
Loss = 8.0544e-02, PNorm = 488.1753, GNorm = 0.3175, lr_0 = 9.9315e-04
Validation prc-auc = 0.050752
Epoch 9688
Loss = 4.3161e-02, PNorm = 488.2000, GNorm = 2.3708, lr_0 = 9.9315e-04
Validation prc-auc = 0.054702
Epoch 9689
Loss = 1.6512e-01, PNorm = 488.2317, GNorm = 2.4758, lr_0 = 9.9315e-04
Loss = 1.0800e-02, PNorm = 488.2610, GNorm = 0.0986, lr_0 = 9.9315e-04
Validation prc-auc = 0.044844
Epoch 9690
Loss = 4.5148e-02, PNorm = 488.2793, GNorm = 0.0090, lr_0 = 9.9314e-04
Validation prc-auc = 0.042385
Epoch 9691
Loss = 4.5365e-02, PNorm = 488.2920, GNorm = 0.1077, lr_0 = 9.9314e-04
Validation prc-auc = 0.043099
Epoch 9692
Loss = 2.5292e-02, PNorm = 488.3095, GNorm = 4.4982, lr_0 = 9.9314e-04
Validation prc-auc = 0.044820
Epoch 9693
Loss = 2.4778e-02, PNorm = 488.3332, GNorm = 0.2668, lr_0 = 9.9314e-04
Validation prc-auc = 0.043704
Epoch 9694
Loss = 2.7441e-02, PNorm = 488.3529, GNorm = 0.1174, lr_0 = 9.9314e-04
Validation prc-auc = 0.044615
Epoch 9695
Loss = 2.1158e-02, PNorm = 488.3704, GNorm = 0.1343, lr_0 = 9.9314e-04
Validation prc-auc = 0.046362
Epoch 9696
Loss = 2.4005e-02, PNorm = 488.3888, GNorm = 1.8159, lr_0 = 9.9314e-04
Validation prc-auc = 0.047225
Epoch 9697
Loss = 1.4315e-02, PNorm = 488.4087, GNorm = 0.5443, lr_0 = 9.9314e-04
Validation prc-auc = 0.046899
Epoch 9698
Loss = 1.1836e-02, PNorm = 488.4326, GNorm = 0.9046, lr_0 = 9.9314e-04
Validation prc-auc = 0.050176
Epoch 9699
Loss = 1.9071e-03, PNorm = 488.4615, GNorm = 0.0832, lr_0 = 9.9314e-04
Loss = 2.1172e-02, PNorm = 488.4815, GNorm = 0.3231, lr_0 = 9.9314e-04
Validation prc-auc = 0.044891
Epoch 9700
Loss = 3.5300e-02, PNorm = 488.4972, GNorm = 2.8218, lr_0 = 9.9314e-04
Validation prc-auc = 0.045263
Epoch 9701
Loss = 2.3896e-02, PNorm = 488.5289, GNorm = 0.4940, lr_0 = 9.9314e-04
Validation prc-auc = 0.052781
Epoch 9702
Loss = 5.7668e-02, PNorm = 488.5572, GNorm = 2.1471, lr_0 = 9.9314e-04
Validation prc-auc = 0.054427
Epoch 9703
Loss = 5.8724e-02, PNorm = 488.5840, GNorm = 0.6884, lr_0 = 9.9314e-04
Validation prc-auc = 0.046982
Epoch 9704
Loss = 1.4161e-01, PNorm = 488.6179, GNorm = 1.8368, lr_0 = 9.9313e-04
Validation prc-auc = 0.049987
Epoch 9705
Loss = 3.5408e-02, PNorm = 488.6745, GNorm = 0.5982, lr_0 = 9.9313e-04
Validation prc-auc = 0.048230
Epoch 9706
Loss = 1.2402e-02, PNorm = 488.7180, GNorm = 0.1674, lr_0 = 9.9313e-04
Validation prc-auc = 0.050907
Epoch 9707
Loss = 5.6240e-02, PNorm = 488.7377, GNorm = 1.7000, lr_0 = 9.9313e-04
Validation prc-auc = 0.055820
Epoch 9708
Loss = 5.9198e-03, PNorm = 488.7548, GNorm = 0.3578, lr_0 = 9.9313e-04
Validation prc-auc = 0.051613
Epoch 9709
Loss = 9.7417e-03, PNorm = 488.7748, GNorm = 0.3887, lr_0 = 9.9313e-04
Loss = 2.5933e-02, PNorm = 488.7986, GNorm = 0.1471, lr_0 = 9.9313e-04
Validation prc-auc = 0.053366
Epoch 9710
Loss = 1.9868e-02, PNorm = 488.8255, GNorm = 2.1904, lr_0 = 9.9313e-04
Validation prc-auc = 0.051706
Epoch 9711
Loss = 1.1108e-02, PNorm = 488.8428, GNorm = 0.7832, lr_0 = 9.9313e-04
Validation prc-auc = 0.047067
Epoch 9712
Loss = 2.9613e-02, PNorm = 488.8566, GNorm = 0.1738, lr_0 = 9.9313e-04
Validation prc-auc = 0.050319
Epoch 9713
Loss = 3.1304e-02, PNorm = 488.8851, GNorm = 0.1348, lr_0 = 9.9313e-04
Validation prc-auc = 0.054975
Epoch 9714
Loss = 3.1778e-02, PNorm = 488.9160, GNorm = 1.6941, lr_0 = 9.9313e-04
Validation prc-auc = 0.052531
Epoch 9715
Loss = 9.0462e-03, PNorm = 488.9390, GNorm = 0.1807, lr_0 = 9.9313e-04
Validation prc-auc = 0.050739
Epoch 9716
Loss = 3.2484e-02, PNorm = 488.9486, GNorm = 1.8030, lr_0 = 9.9313e-04
Validation prc-auc = 0.052735
Epoch 9717
Loss = 2.1391e-02, PNorm = 488.9554, GNorm = 0.6541, lr_0 = 9.9312e-04
Validation prc-auc = 0.054884
Epoch 9718
Loss = 5.4623e-02, PNorm = 488.9678, GNorm = 2.7662, lr_0 = 9.9312e-04
Validation prc-auc = 0.049802
Epoch 9719
Loss = 5.9629e-02, PNorm = 488.9894, GNorm = 2.3161, lr_0 = 9.9312e-04
Loss = 3.6765e-02, PNorm = 489.0130, GNorm = 0.0795, lr_0 = 9.9312e-04
Validation prc-auc = 0.051130
Epoch 9720
Loss = 1.5297e-02, PNorm = 489.0304, GNorm = 1.1341, lr_0 = 9.9312e-04
Validation prc-auc = 0.054152
Epoch 9721
Loss = 5.1862e-02, PNorm = 489.0524, GNorm = 0.0588, lr_0 = 9.9312e-04
Validation prc-auc = 0.055780
Epoch 9722
Loss = 3.5243e-02, PNorm = 489.0862, GNorm = 1.7723, lr_0 = 9.9312e-04
Validation prc-auc = 0.059274
Epoch 9723
Loss = 9.2758e-03, PNorm = 489.1235, GNorm = 0.9376, lr_0 = 9.9312e-04
Validation prc-auc = 0.056778
Epoch 9724
Loss = 5.0331e-02, PNorm = 489.1490, GNorm = 0.0266, lr_0 = 9.9312e-04
Validation prc-auc = 0.054819
Epoch 9725
Loss = 1.2615e-02, PNorm = 489.1669, GNorm = 0.0230, lr_0 = 9.9312e-04
Validation prc-auc = 0.053639
Epoch 9726
Loss = 1.1828e-02, PNorm = 489.1886, GNorm = 0.7719, lr_0 = 9.9312e-04
Validation prc-auc = 0.052100
Epoch 9727
Loss = 1.5413e-02, PNorm = 489.2042, GNorm = 0.5575, lr_0 = 9.9312e-04
Validation prc-auc = 0.051798
Epoch 9728
Loss = 2.0779e-03, PNorm = 489.2153, GNorm = 0.0940, lr_0 = 9.9312e-04
Validation prc-auc = 0.054700
Epoch 9729
Loss = 1.5041e-02, PNorm = 489.2243, GNorm = 0.6462, lr_0 = 9.9312e-04
Loss = 7.7748e-03, PNorm = 489.2370, GNorm = 0.2040, lr_0 = 9.9312e-04
Validation prc-auc = 0.052607
Epoch 9730
Loss = 2.5205e-02, PNorm = 489.2559, GNorm = 1.4467, lr_0 = 9.9311e-04
Validation prc-auc = 0.052079
Epoch 9731
Loss = 4.3278e-02, PNorm = 489.2743, GNorm = 2.4039, lr_0 = 9.9311e-04
Validation prc-auc = 0.050232
Epoch 9732
Loss = 2.3238e-02, PNorm = 489.2884, GNorm = 1.8758, lr_0 = 9.9311e-04
Validation prc-auc = 0.048533
Epoch 9733
Loss = 1.8610e-02, PNorm = 489.3100, GNorm = 1.2135, lr_0 = 9.9311e-04
Validation prc-auc = 0.046388
Epoch 9734
Loss = 4.3225e-02, PNorm = 489.3280, GNorm = 1.9770, lr_0 = 9.9311e-04
Validation prc-auc = 0.049733
Epoch 9735
Loss = 1.7410e-02, PNorm = 489.3558, GNorm = 1.3996, lr_0 = 9.9311e-04
Validation prc-auc = 0.057294
Epoch 9736
Loss = 1.1191e-02, PNorm = 489.3867, GNorm = 1.5553, lr_0 = 9.9311e-04
Validation prc-auc = 0.056860
Epoch 9737
Loss = 1.2259e-02, PNorm = 489.4109, GNorm = 0.6965, lr_0 = 9.9311e-04
Validation prc-auc = 0.055319
Epoch 9738
Loss = 4.2132e-02, PNorm = 489.4360, GNorm = 0.1428, lr_0 = 9.9311e-04
Validation prc-auc = 0.052251
Epoch 9739
Loss = 3.6267e-02, PNorm = 489.4563, GNorm = 2.0673, lr_0 = 9.9311e-04
Loss = 3.7867e-02, PNorm = 489.4669, GNorm = 2.1161, lr_0 = 9.9311e-04
Validation prc-auc = 0.056442
Epoch 9740
Loss = 4.0182e-02, PNorm = 489.4892, GNorm = 0.0863, lr_0 = 9.9311e-04
Validation prc-auc = 0.058598
Epoch 9741
Loss = 1.8235e-02, PNorm = 489.5150, GNorm = 1.7094, lr_0 = 9.9311e-04
Validation prc-auc = 0.057967
Epoch 9742
Loss = 4.0758e-02, PNorm = 489.5359, GNorm = 1.0785, lr_0 = 9.9311e-04
Validation prc-auc = 0.055329
Epoch 9743
Loss = 2.8568e-02, PNorm = 489.5588, GNorm = 0.6257, lr_0 = 9.9311e-04
Validation prc-auc = 0.055796
Epoch 9744
Loss = 4.0649e-02, PNorm = 489.5826, GNorm = 2.4692, lr_0 = 9.9310e-04
Validation prc-auc = 0.055730
Epoch 9745
Loss = 6.3368e-02, PNorm = 489.6011, GNorm = 1.9184, lr_0 = 9.9310e-04
Validation prc-auc = 0.060373
Epoch 9746
Loss = 5.6214e-03, PNorm = 489.6301, GNorm = 0.1135, lr_0 = 9.9310e-04
Validation prc-auc = 0.054278
Epoch 9747
Loss = 1.5173e-01, PNorm = 489.6570, GNorm = 2.4961, lr_0 = 9.9310e-04
Validation prc-auc = 0.033368
Epoch 9748
Loss = 5.4421e-02, PNorm = 489.6744, GNorm = 1.9637, lr_0 = 9.9310e-04
Validation prc-auc = 0.034216
Epoch 9749
Loss = 5.9441e-02, PNorm = 489.7134, GNorm = 2.2158, lr_0 = 9.9310e-04
Loss = 7.1826e-02, PNorm = 489.7528, GNorm = 0.6421, lr_0 = 9.9310e-04
Validation prc-auc = 0.035392
Epoch 9750
Loss = 1.9087e-02, PNorm = 489.7834, GNorm = 0.5347, lr_0 = 9.9310e-04
Validation prc-auc = 0.030425
Epoch 9751
Loss = 1.7886e-02, PNorm = 489.8085, GNorm = 0.1124, lr_0 = 9.9310e-04
Validation prc-auc = 0.037856
Epoch 9752
Loss = 3.0591e-02, PNorm = 489.8283, GNorm = 0.3926, lr_0 = 9.9310e-04
Validation prc-auc = 0.039084
Epoch 9753
Loss = 1.6519e-02, PNorm = 489.8459, GNorm = 0.5403, lr_0 = 9.9310e-04
Validation prc-auc = 0.045258
Epoch 9754
Loss = 3.2786e-02, PNorm = 489.8595, GNorm = 0.6516, lr_0 = 9.9310e-04
Validation prc-auc = 0.041211
Epoch 9755
Loss = 2.1263e-02, PNorm = 489.8833, GNorm = 0.1464, lr_0 = 9.9310e-04
Validation prc-auc = 0.049259
Epoch 9756
Loss = 2.3708e-02, PNorm = 489.9098, GNorm = 1.0543, lr_0 = 9.9310e-04
Validation prc-auc = 0.050497
Epoch 9757
Loss = 3.5241e-02, PNorm = 489.9241, GNorm = 1.4334, lr_0 = 9.9309e-04
Validation prc-auc = 0.049271
Epoch 9758
Loss = 3.2415e-02, PNorm = 489.9438, GNorm = 0.2796, lr_0 = 9.9309e-04
Validation prc-auc = 0.046627
Epoch 9759
Loss = 1.6518e-03, PNorm = 489.9729, GNorm = 0.0684, lr_0 = 9.9309e-04
Loss = 1.9915e-02, PNorm = 489.9991, GNorm = 0.2028, lr_0 = 9.9309e-04
Validation prc-auc = 0.043967
Epoch 9760
Loss = 1.4811e-02, PNorm = 490.0173, GNorm = 0.3190, lr_0 = 9.9309e-04
Validation prc-auc = 0.044149
Epoch 9761
Loss = 2.9233e-02, PNorm = 490.0330, GNorm = 0.2612, lr_0 = 9.9309e-04
Validation prc-auc = 0.046673
Epoch 9762
Loss = 2.2289e-02, PNorm = 490.0537, GNorm = 2.0536, lr_0 = 9.9309e-04
Validation prc-auc = 0.047179
Epoch 9763
Loss = 2.3492e-02, PNorm = 490.0794, GNorm = 2.9947, lr_0 = 9.9309e-04
Validation prc-auc = 0.043238
Epoch 9764
Loss = 3.0121e-02, PNorm = 490.0974, GNorm = 0.9733, lr_0 = 9.9309e-04
Validation prc-auc = 0.045289
Epoch 9765
Loss = 2.4421e-02, PNorm = 490.1108, GNorm = 0.5194, lr_0 = 9.9309e-04
Validation prc-auc = 0.047856
Epoch 9766
Loss = 4.1103e-02, PNorm = 490.1281, GNorm = 0.5783, lr_0 = 9.9309e-04
Validation prc-auc = 0.047098
Epoch 9767
Loss = 1.2120e-02, PNorm = 490.1492, GNorm = 1.0045, lr_0 = 9.9309e-04
Validation prc-auc = 0.045404
Epoch 9768
Loss = 2.7514e-02, PNorm = 490.1706, GNorm = 0.0778, lr_0 = 9.9309e-04
Validation prc-auc = 0.043423
Epoch 9769
Loss = 3.5349e-02, PNorm = 490.1932, GNorm = 1.3497, lr_0 = 9.9309e-04
Loss = 5.6420e-02, PNorm = 490.2269, GNorm = 0.0598, lr_0 = 9.9309e-04
Validation prc-auc = 0.046386
Epoch 9770
Loss = 3.5207e-02, PNorm = 490.2589, GNorm = 0.0487, lr_0 = 9.9308e-04
Validation prc-auc = 0.052764
Epoch 9771
Loss = 2.6442e-02, PNorm = 490.2814, GNorm = 0.6524, lr_0 = 9.9308e-04
Validation prc-auc = 0.046563
Epoch 9772
Loss = 3.4823e-02, PNorm = 490.3052, GNorm = 0.6645, lr_0 = 9.9308e-04
Validation prc-auc = 0.050630
Epoch 9773
Loss = 1.0188e-01, PNorm = 490.3334, GNorm = 0.2351, lr_0 = 9.9308e-04
Validation prc-auc = 0.050353
Epoch 9774
Loss = 2.1784e-02, PNorm = 490.3654, GNorm = 1.6204, lr_0 = 9.9308e-04
Validation prc-auc = 0.056344
Epoch 9775
Loss = 2.7625e-02, PNorm = 490.3901, GNorm = 0.4413, lr_0 = 9.9308e-04
Validation prc-auc = 0.054848
Epoch 9776
Loss = 5.9428e-03, PNorm = 490.4096, GNorm = 0.3352, lr_0 = 9.9308e-04
Validation prc-auc = 0.053736
Epoch 9777
Loss = 9.2951e-02, PNorm = 490.4166, GNorm = 1.1634, lr_0 = 9.9308e-04
Validation prc-auc = 0.059768
Epoch 9778
Loss = 1.0775e-02, PNorm = 490.4280, GNorm = 1.0693, lr_0 = 9.9308e-04
Validation prc-auc = 0.059549
Epoch 9779
Loss = 9.8583e-03, PNorm = 490.4447, GNorm = 0.4658, lr_0 = 9.9308e-04
Loss = 2.9400e-02, PNorm = 490.4642, GNorm = 2.2058, lr_0 = 9.9308e-04
Validation prc-auc = 0.054265
Epoch 9780
Loss = 4.5456e-02, PNorm = 490.4832, GNorm = 0.4555, lr_0 = 9.9308e-04
Validation prc-auc = 0.059704
Epoch 9781
Loss = 3.6914e-02, PNorm = 490.5040, GNorm = 0.5089, lr_0 = 9.9308e-04
Validation prc-auc = 0.055796
Epoch 9782
Loss = 1.4362e-02, PNorm = 490.5296, GNorm = 0.6542, lr_0 = 9.9308e-04
Validation prc-auc = 0.051516
Epoch 9783
Loss = 1.2980e-02, PNorm = 490.5556, GNorm = 0.0134, lr_0 = 9.9307e-04
Validation prc-auc = 0.068773
Epoch 9784
Loss = 3.4346e-02, PNorm = 490.5709, GNorm = 0.3295, lr_0 = 9.9307e-04
Validation prc-auc = 0.069912
Epoch 9785
Loss = 1.4929e-02, PNorm = 490.5851, GNorm = 0.9675, lr_0 = 9.9307e-04
Validation prc-auc = 0.067131
Epoch 9786
Loss = 1.0411e-02, PNorm = 490.6046, GNorm = 0.6792, lr_0 = 9.9307e-04
Validation prc-auc = 0.059276
Epoch 9787
Loss = 3.3732e-02, PNorm = 490.6220, GNorm = 0.0117, lr_0 = 9.9307e-04
Validation prc-auc = 0.047986
Epoch 9788
Loss = 7.5346e-02, PNorm = 490.6431, GNorm = 2.4181, lr_0 = 9.9307e-04
Validation prc-auc = 0.050132
Epoch 9789
Loss = 2.1901e-02, PNorm = 490.6768, GNorm = 1.1050, lr_0 = 9.9307e-04
Loss = 3.3251e-02, PNorm = 490.7063, GNorm = 0.8383, lr_0 = 9.9307e-04
Validation prc-auc = 0.050432
Epoch 9790
Loss = 1.1318e-02, PNorm = 490.7274, GNorm = 1.5277, lr_0 = 9.9307e-04
Validation prc-auc = 0.047056
Epoch 9791
Loss = 1.4591e-02, PNorm = 490.7440, GNorm = 1.8380, lr_0 = 9.9307e-04
Validation prc-auc = 0.053066
Epoch 9792
Loss = 1.7649e-02, PNorm = 490.7605, GNorm = 1.6914, lr_0 = 9.9307e-04
Validation prc-auc = 0.051406
Epoch 9793
Loss = 7.5209e-02, PNorm = 490.7746, GNorm = 3.5369, lr_0 = 9.9307e-04
Validation prc-auc = 0.056809
Epoch 9794
Loss = 3.6312e-02, PNorm = 490.8085, GNorm = 0.6988, lr_0 = 9.9307e-04
Validation prc-auc = 0.061646
Epoch 9795
Loss = 1.1427e-02, PNorm = 490.8566, GNorm = 1.0056, lr_0 = 9.9307e-04
Validation prc-auc = 0.055443
Epoch 9796
Loss = 3.3403e-02, PNorm = 490.8911, GNorm = 2.1079, lr_0 = 9.9307e-04
Validation prc-auc = 0.063884
Epoch 9797
Loss = 1.3588e-02, PNorm = 490.9094, GNorm = 1.6933, lr_0 = 9.9306e-04
Validation prc-auc = 0.063564
Epoch 9798
Loss = 2.8944e-03, PNorm = 490.9294, GNorm = 0.1418, lr_0 = 9.9306e-04
Validation prc-auc = 0.064313
Epoch 9799
Loss = 3.0210e-03, PNorm = 490.9496, GNorm = 0.1657, lr_0 = 9.9306e-04
Loss = 1.7728e-02, PNorm = 490.9705, GNorm = 0.4807, lr_0 = 9.9306e-04
Validation prc-auc = 0.059597
Epoch 9800
Loss = 3.8851e-02, PNorm = 490.9927, GNorm = 2.1096, lr_0 = 9.9306e-04
Validation prc-auc = 0.057013
Epoch 9801
Loss = 1.1117e-02, PNorm = 491.0123, GNorm = 0.4941, lr_0 = 9.9306e-04
Validation prc-auc = 0.054084
Epoch 9802
Loss = 3.3386e-02, PNorm = 491.0272, GNorm = 0.0331, lr_0 = 9.9306e-04
Validation prc-auc = 0.049094
Epoch 9803
Loss = 5.1797e-02, PNorm = 491.0462, GNorm = 0.1629, lr_0 = 9.9306e-04
Validation prc-auc = 0.047411
Epoch 9804
Loss = 6.0279e-02, PNorm = 491.0808, GNorm = 2.3118, lr_0 = 9.9306e-04
Validation prc-auc = 0.042139
Epoch 9805
Loss = 1.1979e-02, PNorm = 491.1059, GNorm = 0.2253, lr_0 = 9.9306e-04
Validation prc-auc = 0.042950
Epoch 9806
Loss = 4.4327e-03, PNorm = 491.1221, GNorm = 0.2757, lr_0 = 9.9306e-04
Validation prc-auc = 0.043948
Epoch 9807
Loss = 2.0170e-02, PNorm = 491.1339, GNorm = 2.7089, lr_0 = 9.9306e-04
Validation prc-auc = 0.045734
Epoch 9808
Loss = 3.5787e-03, PNorm = 491.1512, GNorm = 0.0351, lr_0 = 9.9306e-04
Validation prc-auc = 0.044722
Epoch 9809
Loss = 3.1480e-03, PNorm = 491.1716, GNorm = 0.1366, lr_0 = 9.9306e-04
Loss = 9.2294e-03, PNorm = 491.1903, GNorm = 1.2135, lr_0 = 9.9306e-04
Validation prc-auc = 0.043007
Epoch 9810
Loss = 3.7697e-02, PNorm = 491.2051, GNorm = 2.0779, lr_0 = 9.9305e-04
Validation prc-auc = 0.048768
Epoch 9811
Loss = 1.9940e-02, PNorm = 491.2156, GNorm = 0.0347, lr_0 = 9.9305e-04
Validation prc-auc = 0.035473
Epoch 9812
Loss = 2.2267e-02, PNorm = 491.2272, GNorm = 1.3276, lr_0 = 9.9305e-04
Validation prc-auc = 0.040928
Epoch 9813
Loss = 2.2187e-02, PNorm = 491.2455, GNorm = 0.0452, lr_0 = 9.9305e-04
Validation prc-auc = 0.041893
Epoch 9814
Loss = 3.0636e-02, PNorm = 491.2589, GNorm = 1.4785, lr_0 = 9.9305e-04
Validation prc-auc = 0.030743
Epoch 9815
Loss = 9.6715e-03, PNorm = 491.2765, GNorm = 0.8561, lr_0 = 9.9305e-04
Validation prc-auc = 0.035241
Epoch 9816
Loss = 1.1322e-02, PNorm = 491.2974, GNorm = 0.4038, lr_0 = 9.9305e-04
Validation prc-auc = 0.035002
Epoch 9817
Loss = 4.7982e-02, PNorm = 491.3171, GNorm = 1.9393, lr_0 = 9.9305e-04
Validation prc-auc = 0.034060
Epoch 9818
Loss = 3.0358e-03, PNorm = 491.3338, GNorm = 0.0344, lr_0 = 9.9305e-04
Validation prc-auc = 0.037186
Epoch 9819
Loss = 1.1382e-03, PNorm = 491.3534, GNorm = 0.0612, lr_0 = 9.9305e-04
Loss = 1.8031e-02, PNorm = 491.3736, GNorm = 0.0905, lr_0 = 9.9305e-04
Validation prc-auc = 0.041671
Epoch 9820
Loss = 2.0801e-02, PNorm = 491.3913, GNorm = 0.2328, lr_0 = 9.9305e-04
Validation prc-auc = 0.042890
Epoch 9821
Loss = 4.0999e-02, PNorm = 491.4153, GNorm = 0.7355, lr_0 = 9.9305e-04
Validation prc-auc = 0.042230
Epoch 9822
Loss = 1.5395e-02, PNorm = 491.4376, GNorm = 1.2187, lr_0 = 9.9305e-04
Validation prc-auc = 0.041109
Epoch 9823
Loss = 2.1100e-02, PNorm = 491.4630, GNorm = 0.0793, lr_0 = 9.9304e-04
Validation prc-auc = 0.045638
Epoch 9824
Loss = 1.4501e-02, PNorm = 491.4940, GNorm = 0.1368, lr_0 = 9.9304e-04
Validation prc-auc = 0.043698
Epoch 9825
Loss = 4.2402e-03, PNorm = 491.5134, GNorm = 0.1535, lr_0 = 9.9304e-04
Validation prc-auc = 0.043595
Epoch 9826
Loss = 3.4612e-02, PNorm = 491.5264, GNorm = 2.6367, lr_0 = 9.9304e-04
Validation prc-auc = 0.038592
Epoch 9827
Loss = 2.1673e-02, PNorm = 491.5428, GNorm = 2.2762, lr_0 = 9.9304e-04
Validation prc-auc = 0.045397
Epoch 9828
Loss = 5.9486e-03, PNorm = 491.5689, GNorm = 0.5837, lr_0 = 9.9304e-04
Validation prc-auc = 0.050737
Epoch 9829
Loss = 1.8521e-03, PNorm = 491.5870, GNorm = 0.1524, lr_0 = 9.9304e-04
Loss = 3.5603e-02, PNorm = 491.6006, GNorm = 0.1242, lr_0 = 9.9304e-04
Validation prc-auc = 0.052688
Epoch 9830
Loss = 8.2857e-03, PNorm = 491.6119, GNorm = 0.0275, lr_0 = 9.9304e-04
Validation prc-auc = 0.053881
Epoch 9831
Loss = 1.8067e-02, PNorm = 491.6215, GNorm = 0.2361, lr_0 = 9.9304e-04
Validation prc-auc = 0.047333
Epoch 9832
Loss = 6.2863e-02, PNorm = 491.6378, GNorm = 1.8577, lr_0 = 9.9304e-04
Validation prc-auc = 0.040074
Epoch 9833
Loss = 1.6493e-02, PNorm = 491.6584, GNorm = 0.7738, lr_0 = 9.9304e-04
Validation prc-auc = 0.037164
Epoch 9834
Loss = 3.0490e-02, PNorm = 491.6782, GNorm = 0.1290, lr_0 = 9.9304e-04
Validation prc-auc = 0.034228
Epoch 9835
Loss = 3.4520e-02, PNorm = 491.7040, GNorm = 0.1027, lr_0 = 9.9304e-04
Validation prc-auc = 0.036428
Epoch 9836
Loss = 6.9571e-02, PNorm = 491.7302, GNorm = 4.1404, lr_0 = 9.9304e-04
Validation prc-auc = 0.035167
Epoch 9837
Loss = 1.7508e-02, PNorm = 491.7591, GNorm = 1.3620, lr_0 = 9.9303e-04
Validation prc-auc = 0.033305
Epoch 9838
Loss = 1.0228e-01, PNorm = 491.7794, GNorm = 2.0548, lr_0 = 9.9303e-04
Validation prc-auc = 0.032394
Epoch 9839
Loss = 6.5368e-03, PNorm = 491.8053, GNorm = 0.4453, lr_0 = 9.9303e-04
Loss = 2.2501e-02, PNorm = 491.8288, GNorm = 0.1991, lr_0 = 9.9303e-04
Validation prc-auc = 0.032676
Epoch 9840
Loss = 4.2137e-02, PNorm = 491.8501, GNorm = 1.7488, lr_0 = 9.9303e-04
Validation prc-auc = 0.035160
Epoch 9841
Loss = 3.1690e-02, PNorm = 491.8769, GNorm = 1.5498, lr_0 = 9.9303e-04
Validation prc-auc = 0.037371
Epoch 9842
Loss = 6.8202e-02, PNorm = 491.9064, GNorm = 1.6417, lr_0 = 9.9303e-04
Validation prc-auc = 0.031698
Epoch 9843
Loss = 2.7148e-02, PNorm = 491.9275, GNorm = 0.2153, lr_0 = 9.9303e-04
Validation prc-auc = 0.033022
Epoch 9844
Loss = 9.4889e-03, PNorm = 491.9427, GNorm = 0.6995, lr_0 = 9.9303e-04
Validation prc-auc = 0.029324
Epoch 9845
Loss = 4.4468e-02, PNorm = 491.9544, GNorm = 4.7293, lr_0 = 9.9303e-04
Validation prc-auc = 0.030628
Epoch 9846
Loss = 3.5508e-02, PNorm = 491.9724, GNorm = 0.9574, lr_0 = 9.9303e-04
Validation prc-auc = 0.024971
Epoch 9847
Loss = 1.9221e-03, PNorm = 491.9955, GNorm = 0.2883, lr_0 = 9.9303e-04
Validation prc-auc = 0.029546
Epoch 9848
Loss = 9.5988e-02, PNorm = 492.0146, GNorm = 1.3844, lr_0 = 9.9303e-04
Validation prc-auc = 0.032073
Epoch 9849
Loss = 3.0950e-02, PNorm = 492.0289, GNorm = 2.5148, lr_0 = 9.9303e-04
Loss = 3.2835e-02, PNorm = 492.0451, GNorm = 0.2978, lr_0 = 9.9303e-04
Validation prc-auc = 0.033060
Epoch 9850
Loss = 1.0520e-02, PNorm = 492.0621, GNorm = 0.0461, lr_0 = 9.9302e-04
Validation prc-auc = 0.033052
Epoch 9851
Loss = 1.0412e-02, PNorm = 492.0735, GNorm = 0.1117, lr_0 = 9.9302e-04
Validation prc-auc = 0.031899
Epoch 9852
Loss = 2.2358e-02, PNorm = 492.0803, GNorm = 1.9197, lr_0 = 9.9302e-04
Validation prc-auc = 0.033851
Epoch 9853
Loss = 3.6584e-02, PNorm = 492.0856, GNorm = 0.6011, lr_0 = 9.9302e-04
Validation prc-auc = 0.026432
Epoch 9854
Loss = 1.1308e-02, PNorm = 492.1044, GNorm = 0.0329, lr_0 = 9.9302e-04
Validation prc-auc = 0.028738
Epoch 9855
Loss = 2.0330e-02, PNorm = 492.1203, GNorm = 0.1840, lr_0 = 9.9302e-04
Validation prc-auc = 0.027461
Epoch 9856
Loss = 1.2627e-01, PNorm = 492.1277, GNorm = 1.1479, lr_0 = 9.9302e-04
Validation prc-auc = 0.024181
Epoch 9857
Loss = 6.0625e-02, PNorm = 492.1471, GNorm = 1.9351, lr_0 = 9.9302e-04
Validation prc-auc = 0.027345
Epoch 9858
Loss = 1.6131e-02, PNorm = 492.1679, GNorm = 1.0400, lr_0 = 9.9302e-04
Validation prc-auc = 0.031142
Epoch 9859
Loss = 8.9044e-04, PNorm = 492.1936, GNorm = 0.0554, lr_0 = 9.9302e-04
Loss = 6.3508e-02, PNorm = 492.2154, GNorm = 2.3827, lr_0 = 9.9302e-04
Validation prc-auc = 0.039991
Epoch 9860
Loss = 2.7455e-02, PNorm = 492.2347, GNorm = 0.7003, lr_0 = 9.9302e-04
Validation prc-auc = 0.045241
Epoch 9861
Loss = 4.0857e-02, PNorm = 492.2602, GNorm = 0.1552, lr_0 = 9.9302e-04
Validation prc-auc = 0.046626
Epoch 9862
Loss = 3.0126e-02, PNorm = 492.2904, GNorm = 0.3664, lr_0 = 9.9302e-04
Validation prc-auc = 0.042278
Epoch 9863
Loss = 3.0366e-02, PNorm = 492.3145, GNorm = 1.0609, lr_0 = 9.9301e-04
Validation prc-auc = 0.027913
Epoch 9864
Loss = 1.3842e-02, PNorm = 492.3323, GNorm = 0.2792, lr_0 = 9.9301e-04
Validation prc-auc = 0.033130
Epoch 9865
Loss = 1.4226e-02, PNorm = 492.3527, GNorm = 0.9027, lr_0 = 9.9301e-04
Validation prc-auc = 0.031707
Epoch 9866
Loss = 1.4337e-02, PNorm = 492.3694, GNorm = 0.1752, lr_0 = 9.9301e-04
Validation prc-auc = 0.043199
Epoch 9867
Loss = 2.7195e-02, PNorm = 492.3854, GNorm = 0.0085, lr_0 = 9.9301e-04
Validation prc-auc = 0.048945
Epoch 9868
Loss = 2.1480e-02, PNorm = 492.4030, GNorm = 0.1391, lr_0 = 9.9301e-04
Validation prc-auc = 0.036083
Epoch 9869
Loss = 2.2708e-02, PNorm = 492.4246, GNorm = 1.7823, lr_0 = 9.9301e-04
Loss = 4.1177e-02, PNorm = 492.4651, GNorm = 0.1226, lr_0 = 9.9301e-04
Validation prc-auc = 0.051500
Epoch 9870
Loss = 2.3768e-02, PNorm = 492.5069, GNorm = 0.9440, lr_0 = 9.9301e-04
Validation prc-auc = 0.047068
Epoch 9871
Loss = 4.3911e-02, PNorm = 492.5326, GNorm = 1.0658, lr_0 = 9.9301e-04
Validation prc-auc = 0.052228
Epoch 9872
Loss = 1.3284e-02, PNorm = 492.5487, GNorm = 0.3128, lr_0 = 9.9301e-04
Validation prc-auc = 0.048324
Epoch 9873
Loss = 4.6457e-02, PNorm = 492.5694, GNorm = 3.1897, lr_0 = 9.9301e-04
Validation prc-auc = 0.051620
Epoch 9874
Loss = 1.3749e-02, PNorm = 492.5932, GNorm = 0.1263, lr_0 = 9.9301e-04
Validation prc-auc = 0.043859
Epoch 9875
Loss = 1.2765e-02, PNorm = 492.6123, GNorm = 1.6788, lr_0 = 9.9301e-04
Validation prc-auc = 0.042589
Epoch 9876
Loss = 5.8476e-03, PNorm = 492.6258, GNorm = 0.0198, lr_0 = 9.9301e-04
Validation prc-auc = 0.042691
Epoch 9877
Loss = 3.8819e-02, PNorm = 492.6417, GNorm = 0.0611, lr_0 = 9.9300e-04
Validation prc-auc = 0.039960
Epoch 9878
Loss = 4.8126e-02, PNorm = 492.6680, GNorm = 1.5190, lr_0 = 9.9300e-04
Validation prc-auc = 0.027202
Epoch 9879
Loss = 3.0506e-02, PNorm = 492.6873, GNorm = 1.8882, lr_0 = 9.9300e-04
Loss = 5.5689e-02, PNorm = 492.7208, GNorm = 1.7466, lr_0 = 9.9300e-04
Validation prc-auc = 0.026569
Epoch 9880
Loss = 1.0783e-02, PNorm = 492.7523, GNorm = 0.5864, lr_0 = 9.9300e-04
Validation prc-auc = 0.026562
Epoch 9881
Loss = 2.4094e-02, PNorm = 492.7762, GNorm = 1.0976, lr_0 = 9.9300e-04
Validation prc-auc = 0.030890
Epoch 9882
Loss = 2.3290e-02, PNorm = 492.7957, GNorm = 0.9661, lr_0 = 9.9300e-04
Validation prc-auc = 0.032759
Epoch 9883
Loss = 9.0554e-03, PNorm = 492.8152, GNorm = 0.0238, lr_0 = 9.9300e-04
Validation prc-auc = 0.038853
Epoch 9884
Loss = 5.6503e-02, PNorm = 492.8334, GNorm = 0.1515, lr_0 = 9.9300e-04
Validation prc-auc = 0.041924
Epoch 9885
Loss = 5.8984e-02, PNorm = 492.8624, GNorm = 1.1743, lr_0 = 9.9300e-04
Validation prc-auc = 0.037399
Epoch 9886
Loss = 5.5516e-02, PNorm = 492.8968, GNorm = 2.2635, lr_0 = 9.9300e-04
Validation prc-auc = 0.035298
Epoch 9887
Loss = 1.3305e-02, PNorm = 492.9210, GNorm = 0.5354, lr_0 = 9.9300e-04
Validation prc-auc = 0.033460
Epoch 9888
Loss = 3.5184e-03, PNorm = 492.9461, GNorm = 0.1934, lr_0 = 9.9300e-04
Validation prc-auc = 0.033869
Epoch 9889
Loss = 2.9092e-02, PNorm = 492.9693, GNorm = 1.3516, lr_0 = 9.9300e-04
Loss = 4.0364e-02, PNorm = 492.9914, GNorm = 4.8905, lr_0 = 9.9299e-04
Validation prc-auc = 0.028925
Epoch 9890
Loss = 4.0182e-02, PNorm = 493.0165, GNorm = 2.2133, lr_0 = 9.9299e-04
Validation prc-auc = 0.036450
Epoch 9891
Loss = 2.1971e-02, PNorm = 493.0366, GNorm = 0.1551, lr_0 = 9.9299e-04
Validation prc-auc = 0.033490
Epoch 9892
Loss = 4.7793e-02, PNorm = 493.0608, GNorm = 0.4003, lr_0 = 9.9299e-04
Validation prc-auc = 0.040396
Epoch 9893
Loss = 3.7653e-02, PNorm = 493.0902, GNorm = 0.2447, lr_0 = 9.9299e-04
Validation prc-auc = 0.044775
Epoch 9894
Loss = 2.5369e-02, PNorm = 493.1131, GNorm = 2.2011, lr_0 = 9.9299e-04
Validation prc-auc = 0.048684
Epoch 9895
Loss = 3.8294e-02, PNorm = 493.1380, GNorm = 0.3113, lr_0 = 9.9299e-04
Validation prc-auc = 0.052647
Epoch 9896
Loss = 1.3847e-02, PNorm = 493.1666, GNorm = 0.0225, lr_0 = 9.9299e-04
Validation prc-auc = 0.051687
Epoch 9897
Loss = 8.4399e-02, PNorm = 493.1878, GNorm = 2.5342, lr_0 = 9.9299e-04
Validation prc-auc = 0.053260
Epoch 9898
Loss = 2.0332e-02, PNorm = 493.2145, GNorm = 1.3804, lr_0 = 9.9299e-04
Validation prc-auc = 0.054038
Epoch 9899
Loss = 1.3519e-04, PNorm = 493.2400, GNorm = 0.0059, lr_0 = 9.9299e-04
Loss = 4.7829e-02, PNorm = 493.2651, GNorm = 0.5502, lr_0 = 9.9299e-04
Validation prc-auc = 0.055053
Epoch 9900
Loss = 1.9732e-02, PNorm = 493.2827, GNorm = 1.2651, lr_0 = 9.9299e-04
Validation prc-auc = 0.054696
Epoch 9901
Loss = 8.0596e-02, PNorm = 493.3013, GNorm = 2.3971, lr_0 = 9.9299e-04
Validation prc-auc = 0.059188
Epoch 9902
Loss = 5.1137e-02, PNorm = 493.3297, GNorm = 1.5524, lr_0 = 9.9299e-04
Validation prc-auc = 0.050150
Epoch 9903
Loss = 5.3709e-02, PNorm = 493.3531, GNorm = 0.0902, lr_0 = 9.9298e-04
Validation prc-auc = 0.054542
Epoch 9904
Loss = 1.7030e-02, PNorm = 493.3745, GNorm = 0.5593, lr_0 = 9.9298e-04
Validation prc-auc = 0.052309
Epoch 9905
Loss = 5.7680e-02, PNorm = 493.3927, GNorm = 2.4342, lr_0 = 9.9298e-04
Validation prc-auc = 0.049485
Epoch 9906
Loss = 2.0559e-02, PNorm = 493.4155, GNorm = 0.1836, lr_0 = 9.9298e-04
Validation prc-auc = 0.045014
Epoch 9907
Loss = 1.8081e-02, PNorm = 493.4344, GNorm = 1.5488, lr_0 = 9.9298e-04
Validation prc-auc = 0.040285
Epoch 9908
Loss = 8.9876e-03, PNorm = 493.4551, GNorm = 0.4191, lr_0 = 9.9298e-04
Validation prc-auc = 0.045892
Epoch 9909
Loss = 4.7828e-02, PNorm = 493.4779, GNorm = 1.3661, lr_0 = 9.9298e-04
Loss = 9.7416e-02, PNorm = 493.4939, GNorm = 8.7927, lr_0 = 9.9298e-04
Validation prc-auc = 0.058084
Epoch 9910
Loss = 3.6747e-02, PNorm = 493.5125, GNorm = 1.1455, lr_0 = 9.9298e-04
Validation prc-auc = 0.045188
Epoch 9911
Loss = 4.0667e-02, PNorm = 493.5468, GNorm = 1.1117, lr_0 = 9.9298e-04
Validation prc-auc = 0.047198
Epoch 9912
Loss = 1.0004e-02, PNorm = 493.5766, GNorm = 0.0772, lr_0 = 9.9298e-04
Validation prc-auc = 0.044528
Epoch 9913
Loss = 1.7791e-02, PNorm = 493.5974, GNorm = 1.1944, lr_0 = 9.9298e-04
Validation prc-auc = 0.044905
Epoch 9914
Loss = 3.1358e-02, PNorm = 493.6166, GNorm = 0.0068, lr_0 = 9.9298e-04
Validation prc-auc = 0.043784
Epoch 9915
Loss = 9.9483e-03, PNorm = 493.6367, GNorm = 0.5946, lr_0 = 9.9298e-04
Validation prc-auc = 0.045294
Epoch 9916
Loss = 3.6042e-02, PNorm = 493.6633, GNorm = 0.8641, lr_0 = 9.9298e-04
Validation prc-auc = 0.045822
Epoch 9917
Loss = 4.1664e-02, PNorm = 493.7024, GNorm = 0.1751, lr_0 = 9.9297e-04
Validation prc-auc = 0.043800
Epoch 9918
Loss = 4.9661e-02, PNorm = 493.7354, GNorm = 2.6213, lr_0 = 9.9297e-04
Validation prc-auc = 0.039681
Epoch 9919
Loss = 1.1016e-02, PNorm = 493.7639, GNorm = 0.7989, lr_0 = 9.9297e-04
Loss = 3.4369e-02, PNorm = 493.7851, GNorm = 1.4151, lr_0 = 9.9297e-04
Validation prc-auc = 0.041733
Epoch 9920
Loss = 2.9190e-02, PNorm = 493.8090, GNorm = 0.0125, lr_0 = 9.9297e-04
Validation prc-auc = 0.052043
Epoch 9921
Loss = 2.2250e-02, PNorm = 493.8318, GNorm = 1.2230, lr_0 = 9.9297e-04
Validation prc-auc = 0.045041
Epoch 9922
Loss = 4.5352e-02, PNorm = 493.8529, GNorm = 1.5637, lr_0 = 9.9297e-04
Validation prc-auc = 0.043558
Epoch 9923
Loss = 4.5718e-03, PNorm = 493.8697, GNorm = 0.0015, lr_0 = 9.9297e-04
Validation prc-auc = 0.044602
Epoch 9924
Loss = 1.0224e-02, PNorm = 493.8821, GNorm = 1.6241, lr_0 = 9.9297e-04
Validation prc-auc = 0.043440
Epoch 9925
Loss = 1.3288e-02, PNorm = 493.8944, GNorm = 1.6687, lr_0 = 9.9297e-04
Validation prc-auc = 0.041680
Epoch 9926
Loss = 5.9352e-03, PNorm = 493.9056, GNorm = 0.0495, lr_0 = 9.9297e-04
Validation prc-auc = 0.041899
Epoch 9927
Loss = 1.0194e-01, PNorm = 493.9179, GNorm = 3.4813, lr_0 = 9.9297e-04
Validation prc-auc = 0.040761
Epoch 9928
Loss = 9.5812e-02, PNorm = 493.9405, GNorm = 1.6004, lr_0 = 9.9297e-04
Validation prc-auc = 0.035824
Epoch 9929
Loss = 6.7175e-02, PNorm = 493.9735, GNorm = 2.0199, lr_0 = 9.9297e-04
Loss = 3.2246e-02, PNorm = 494.0171, GNorm = 1.7621, lr_0 = 9.9296e-04
Validation prc-auc = 0.045560
Epoch 9930
Loss = 3.5007e-02, PNorm = 494.0443, GNorm = 2.1952, lr_0 = 9.9296e-04
Validation prc-auc = 0.044286
Epoch 9931
Loss = 2.0955e-02, PNorm = 494.0676, GNorm = 0.2088, lr_0 = 9.9296e-04
Validation prc-auc = 0.045947
Epoch 9932
Loss = 3.5316e-02, PNorm = 494.0846, GNorm = 1.4011, lr_0 = 9.9296e-04
Validation prc-auc = 0.048733
Epoch 9933
Loss = 2.4874e-02, PNorm = 494.0977, GNorm = 1.1917, lr_0 = 9.9296e-04
Validation prc-auc = 0.050013
Epoch 9934
Loss = 2.8868e-03, PNorm = 494.1113, GNorm = 0.0197, lr_0 = 9.9296e-04
Validation prc-auc = 0.050922
Epoch 9935
Loss = 5.7573e-02, PNorm = 494.1190, GNorm = 2.3840, lr_0 = 9.9296e-04
Validation prc-auc = 0.048081
Epoch 9936
Loss = 2.2281e-02, PNorm = 494.1438, GNorm = 0.6007, lr_0 = 9.9296e-04
Validation prc-auc = 0.049536
Epoch 9937
Loss = 4.5067e-02, PNorm = 494.1674, GNorm = 3.0116, lr_0 = 9.9296e-04
Validation prc-auc = 0.060341
Epoch 9938
Loss = 6.6610e-02, PNorm = 494.1896, GNorm = 1.0481, lr_0 = 9.9296e-04
Validation prc-auc = 0.047992
Epoch 9939
Loss = 6.3982e-04, PNorm = 494.2105, GNorm = 0.0186, lr_0 = 9.9296e-04
Loss = 4.6695e-02, PNorm = 494.2380, GNorm = 0.0800, lr_0 = 9.9296e-04
Validation prc-auc = 0.038984
Epoch 9940
Loss = 4.3402e-02, PNorm = 494.2713, GNorm = 0.0935, lr_0 = 9.9296e-04
Validation prc-auc = 0.041940
Epoch 9941
Loss = 3.5553e-02, PNorm = 494.3096, GNorm = 0.1568, lr_0 = 9.9296e-04
Validation prc-auc = 0.035141
Epoch 9942
Loss = 3.0786e-02, PNorm = 494.3426, GNorm = 3.5089, lr_0 = 9.9296e-04
Validation prc-auc = 0.036010
Epoch 9943
Loss = 2.1002e-02, PNorm = 494.3690, GNorm = 0.2712, lr_0 = 9.9295e-04
Validation prc-auc = 0.031405
Epoch 9944
Loss = 7.4111e-02, PNorm = 494.3991, GNorm = 2.3779, lr_0 = 9.9295e-04
Validation prc-auc = 0.029213
Epoch 9945
Loss = 1.4161e-02, PNorm = 494.4372, GNorm = 0.0170, lr_0 = 9.9295e-04
Validation prc-auc = 0.040312
Epoch 9946
Loss = 7.8502e-02, PNorm = 494.4669, GNorm = 1.5931, lr_0 = 9.9295e-04
Validation prc-auc = 0.042745
Epoch 9947
Loss = 5.9214e-02, PNorm = 494.4896, GNorm = 1.7921, lr_0 = 9.9295e-04
Validation prc-auc = 0.033741
Epoch 9948
Loss = 1.6576e-02, PNorm = 494.5154, GNorm = 0.4365, lr_0 = 9.9295e-04
Validation prc-auc = 0.033239
Epoch 9949
Loss = 1.8554e-03, PNorm = 494.5342, GNorm = 0.0916, lr_0 = 9.9295e-04
Loss = 1.9311e-02, PNorm = 494.5523, GNorm = 0.1665, lr_0 = 9.9295e-04
Validation prc-auc = 0.032247
Epoch 9950
Loss = 4.1920e-02, PNorm = 494.5717, GNorm = 5.5934, lr_0 = 9.9295e-04
Validation prc-auc = 0.031326
Epoch 9951
Loss = 2.3560e-02, PNorm = 494.5934, GNorm = 0.7532, lr_0 = 9.9295e-04
Validation prc-auc = 0.032009
Epoch 9952
Loss = 3.9772e-02, PNorm = 494.6116, GNorm = 2.6360, lr_0 = 9.9295e-04
Validation prc-auc = 0.031254
Epoch 9953
Loss = 2.9901e-02, PNorm = 494.6370, GNorm = 1.5841, lr_0 = 9.9295e-04
Validation prc-auc = 0.027938
Epoch 9954
Loss = 5.9419e-02, PNorm = 494.6628, GNorm = 1.7813, lr_0 = 9.9295e-04
Validation prc-auc = 0.024970
Epoch 9955
Loss = 1.8851e-02, PNorm = 494.6843, GNorm = 1.3639, lr_0 = 9.9295e-04
Validation prc-auc = 0.030103
Epoch 9956
Loss = 4.9170e-02, PNorm = 494.7031, GNorm = 2.0204, lr_0 = 9.9295e-04
Validation prc-auc = 0.035944
Epoch 9957
Loss = 3.9446e-02, PNorm = 494.7237, GNorm = 1.7334, lr_0 = 9.9294e-04
Validation prc-auc = 0.030751
Epoch 9958
Loss = 1.4675e-02, PNorm = 494.7423, GNorm = 0.0306, lr_0 = 9.9294e-04
Validation prc-auc = 0.030897
Epoch 9959
Loss = 7.8346e-04, PNorm = 494.7643, GNorm = 0.0311, lr_0 = 9.9294e-04
Loss = 2.0708e-02, PNorm = 494.7861, GNorm = 0.0729, lr_0 = 9.9294e-04
Validation prc-auc = 0.030411
Epoch 9960
Loss = 5.3189e-02, PNorm = 494.8047, GNorm = 1.7247, lr_0 = 9.9294e-04
Validation prc-auc = 0.030615
Epoch 9961
Loss = 3.2020e-02, PNorm = 494.8292, GNorm = 0.8723, lr_0 = 9.9294e-04
Validation prc-auc = 0.044779
Epoch 9962
Loss = 6.3577e-02, PNorm = 494.8484, GNorm = 1.9081, lr_0 = 9.9294e-04
Validation prc-auc = 0.035195
Epoch 9963
Loss = 2.3149e-02, PNorm = 494.8780, GNorm = 0.3994, lr_0 = 9.9294e-04
Validation prc-auc = 0.040171
Epoch 9964
Loss = 4.0763e-02, PNorm = 494.9092, GNorm = 0.2294, lr_0 = 9.9294e-04
Validation prc-auc = 0.038415
Epoch 9965
Loss = 1.8239e-02, PNorm = 494.9281, GNorm = 0.2041, lr_0 = 9.9294e-04
Validation prc-auc = 0.041702
Epoch 9966
Loss = 1.4150e-02, PNorm = 494.9431, GNorm = 0.1524, lr_0 = 9.9294e-04
Validation prc-auc = 0.044738
Epoch 9967
Loss = 7.3598e-03, PNorm = 494.9617, GNorm = 0.3504, lr_0 = 9.9294e-04
Validation prc-auc = 0.046678
Epoch 9968
Loss = 3.5149e-02, PNorm = 494.9846, GNorm = 1.4810, lr_0 = 9.9294e-04
Validation prc-auc = 0.045481
Epoch 9969
Loss = 3.1544e-02, PNorm = 495.0114, GNorm = 1.9634, lr_0 = 9.9294e-04
Loss = 2.4910e-02, PNorm = 495.0323, GNorm = 0.5311, lr_0 = 9.9293e-04
Validation prc-auc = 0.051549
Epoch 9970
Loss = 2.4394e-02, PNorm = 495.0558, GNorm = 1.0130, lr_0 = 9.9293e-04
Validation prc-auc = 0.058737
Epoch 9971
Loss = 2.1992e-02, PNorm = 495.0769, GNorm = 1.0389, lr_0 = 9.9293e-04
Validation prc-auc = 0.061670
Epoch 9972
Loss = 2.4850e-02, PNorm = 495.0948, GNorm = 0.4418, lr_0 = 9.9293e-04
Validation prc-auc = 0.056790
Epoch 9973
Loss = 3.2552e-02, PNorm = 495.1065, GNorm = 0.3886, lr_0 = 9.9293e-04
Validation prc-auc = 0.054521
Epoch 9974
Loss = 3.2652e-02, PNorm = 495.1375, GNorm = 0.1296, lr_0 = 9.9293e-04
Validation prc-auc = 0.056684
Epoch 9975
Loss = 1.3826e-02, PNorm = 495.1633, GNorm = 0.8975, lr_0 = 9.9293e-04
Validation prc-auc = 0.063552
Epoch 9976
Loss = 8.1104e-02, PNorm = 495.1788, GNorm = 2.2969, lr_0 = 9.9293e-04
Validation prc-auc = 0.059815
Epoch 9977
Loss = 4.2363e-02, PNorm = 495.2108, GNorm = 2.5083, lr_0 = 9.9293e-04
Validation prc-auc = 0.056752
Epoch 9978
Loss = 7.6472e-02, PNorm = 495.2324, GNorm = 0.3904, lr_0 = 9.9293e-04
Validation prc-auc = 0.058965
Epoch 9979
Loss = 3.7472e-03, PNorm = 495.2546, GNorm = 0.1533, lr_0 = 9.9293e-04
Loss = 1.2694e-02, PNorm = 495.2743, GNorm = 0.0266, lr_0 = 9.9293e-04
Validation prc-auc = 0.062012
Epoch 9980
Loss = 1.1438e-02, PNorm = 495.2860, GNorm = 1.1018, lr_0 = 9.9293e-04
Validation prc-auc = 0.064467
Epoch 9981
Loss = 3.0911e-02, PNorm = 495.3019, GNorm = 0.1898, lr_0 = 9.9293e-04
Validation prc-auc = 0.064440
Epoch 9982
Loss = 3.0817e-02, PNorm = 495.3306, GNorm = 0.3153, lr_0 = 9.9293e-04
Validation prc-auc = 0.059529
Epoch 9983
Loss = 1.7695e-02, PNorm = 495.3490, GNorm = 0.2581, lr_0 = 9.9292e-04
Validation prc-auc = 0.060772
Epoch 9984
Loss = 1.4645e-02, PNorm = 495.3699, GNorm = 2.3825, lr_0 = 9.9292e-04
Validation prc-auc = 0.054789
Epoch 9985
Loss = 2.2523e-02, PNorm = 495.3841, GNorm = 0.5262, lr_0 = 9.9292e-04
Validation prc-auc = 0.051518
Epoch 9986
Loss = 3.0024e-02, PNorm = 495.3968, GNorm = 0.3072, lr_0 = 9.9292e-04
Validation prc-auc = 0.053261
Epoch 9987
Loss = 2.0661e-02, PNorm = 495.4138, GNorm = 0.5523, lr_0 = 9.9292e-04
Validation prc-auc = 0.048403
Epoch 9988
Loss = 2.8741e-01, PNorm = 495.4304, GNorm = 3.2629, lr_0 = 9.9292e-04
Validation prc-auc = 0.037585
Epoch 9989
Loss = 7.5673e-02, PNorm = 495.4515, GNorm = 2.1668, lr_0 = 9.9292e-04
Loss = 4.0389e-02, PNorm = 495.4892, GNorm = 0.5364, lr_0 = 9.9292e-04
Validation prc-auc = 0.038272
Epoch 9990
Loss = 2.5944e-02, PNorm = 495.5223, GNorm = 0.2284, lr_0 = 9.9292e-04
Validation prc-auc = 0.036968
Epoch 9991
Loss = 3.6010e-02, PNorm = 495.5419, GNorm = 0.0987, lr_0 = 9.9292e-04
Validation prc-auc = 0.039698
Epoch 9992
Loss = 3.7456e-02, PNorm = 495.5568, GNorm = 0.8608, lr_0 = 9.9292e-04
Validation prc-auc = 0.041645
Epoch 9993
Loss = 2.2773e-02, PNorm = 495.5723, GNorm = 0.7581, lr_0 = 9.9292e-04
Validation prc-auc = 0.042154
Epoch 9994
Loss = 2.6256e-03, PNorm = 495.5842, GNorm = 0.0331, lr_0 = 9.9292e-04
Validation prc-auc = 0.053318
Epoch 9995
Loss = 4.7716e-03, PNorm = 495.5901, GNorm = 0.5060, lr_0 = 9.9292e-04
Validation prc-auc = 0.052859
Epoch 9996
Loss = 3.5671e-02, PNorm = 495.5926, GNorm = 0.8682, lr_0 = 9.9291e-04
Validation prc-auc = 0.041160
Epoch 9997
Loss = 4.5802e-03, PNorm = 495.6029, GNorm = 0.0307, lr_0 = 9.9291e-04
Validation prc-auc = 0.049725
Epoch 9998
Loss = 7.3240e-02, PNorm = 495.6183, GNorm = 3.9601, lr_0 = 9.9291e-04
Validation prc-auc = 0.044984
Epoch 9999
Loss = 9.8045e-03, PNorm = 495.6412, GNorm = 0.3625, lr_0 = 9.9291e-04
Loss = 2.5767e-02, PNorm = 495.6695, GNorm = 1.1948, lr_0 = 9.9291e-04
Validation prc-auc = 0.048405
Model 0 best validation prc-auc = 0.121364 on epoch 1607
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.052063
Ensemble test prc-auc = 0.052063
1-fold cross validation
	Seed 0 ==> test prc-auc = 0.052063
Overall test prc-auc = 0.052063 +/- 0.000000
Elapsed time = 3 days, 19:14:03
